Libraries

In [8]:
%reload_ext autoreload
%autoreload 2
%matplotlib inline

import math
import time
import os
import glob
import random
import numpy as np
import matplotlib.pyplot as plt
from tqdm import tqdm
from PIL import Image
from sklearn.metrics import confusion_matrix

import torch
import torch.nn as nn
import torch.optim as optim

import torchvision
import torchvision.datasets as datasets
import torchvision.models as models
import torchvision.transforms as transforms

# my libraries
from train import train_model

# some initial setup
np.set_printoptions(precision=2)
use_gpu = torch.cuda.is_available()
np.random.seed(1234)

#read image data
from itkwidgets import view
import itkwidgets
import nibabel as nib

import tensorflow as tf
from tensorflow.keras.utils import to_categorical
from tifffile import imsave,imwrite

from sklearn.preprocessing import MinMaxScaler
scaler=MinMaxScaler() #set min=0 max=1 unless you define min and max

import splitfolders

import pandas as pd
import segmentation_models_3D as sm
import keras

from focal_loss import BinaryFocalLoss
In [9]:
use_gpu = torch.cuda.is_available()
use_gpu
Out[9]:
True
In [10]:
TRAIN_DATASET_PATH='BraTS2020_TrainingData/MICCAI_BraTS2020_TrainingData/'

Load one flair image find the maximum and set the values between 0 and 1

In [11]:
test_image_flair=nib.load(TRAIN_DATASET_PATH+'BraTS20_Training_355/BraTS20_Training_355_flair.nii').get_fdata()
print(test_image_flair.max())


test_image_flair=scaler.fit_transform(test_image_flair.reshape(-1, test_image_flair.shape[-1])).reshape(test_image_flair.shape)
print(test_image_flair.max())

1854.603271484375
1.0
In [12]:
print(test_image_flair.shape)

(240, 240, 155)

Load one t1 image find the maximum and set the values between 0 and 1

In [13]:
test_image_t1=nib.load(TRAIN_DATASET_PATH + 'BraTS20_Training_355/BraTS20_Training_355_t1.nii').get_fdata()
print(test_image_t1.max())

test_image_t1=scaler.fit_transform(test_image_t1.reshape(-1, test_image_t1.shape[-1])).reshape(test_image_t1.shape)
print(test_image_t1.max())

1717.368408203125
1.0

Load one t1ce image find the maximum and set the values between 0 and 1

In [14]:
test_image_t1ce=nib.load(TRAIN_DATASET_PATH + 'BraTS20_Training_355/BraTS20_Training_355_t1ce.nii').get_fdata()
print(test_image_t1ce.max())
print(test_image_t1ce.reshape(-1, test_image_t1ce.shape[-1]).shape)

test_image_t1ce=scaler.fit_transform(test_image_t1ce.reshape(-1, test_image_t1ce.shape[-1])).reshape(test_image_t1ce.shape)
print(test_image_t1ce.max())

8309.0
(57600, 155)
1.0

Load one t2 image find the maximum and set the values between 0 and 1

In [15]:
test_image_t2=nib.load(TRAIN_DATASET_PATH + 'BraTS20_Training_355/BraTS20_Training_355_t2.nii').get_fdata()
print(test_image_t2.max())

test_image_t2=scaler.fit_transform(test_image_t2.reshape(-1, test_image_t2.shape[-1])).reshape(test_image_t2.shape)
print(test_image_t2.max())

5822.11474609375
1.0

Load one label image find the maximum

In [16]:
test_mask=nib.load(TRAIN_DATASET_PATH + 'BraTS20_Training_355/BraTS20_Training_355_seg.nii').get_fdata()

print(test_mask.max())
print(test_mask.min())
print(test_mask.dtype)

test_mask=test_mask.astype(np.uint8)
print(test_mask.max())
print(test_mask.min())
print(test_mask.dtype)

print(np.unique(test_mask))

test_mask[test_mask==4]=3

print(np.unique(test_mask))

print(test_mask.shape)

4.0
0.0
float64
4
0
uint8
[0 1 2 4]
[0 1 2 3]
(240, 240, 155)

Plotting one sample randomly

In [17]:
import random
n_slice=random.randint(0,test_mask.shape[2]-1)

plt.figure(figsize=(12,8))

plt.subplot(231)
plt.imshow(test_image_flair[:,:,n_slice-1],cmap='gray')
plt.title('Image Flair')

plt.subplot(232)
plt.imshow(test_image_t1[:,:,n_slice],cmap='gray')
plt.title('Image t1')


plt.subplot(233)
plt.imshow(test_image_t1ce[:,:,n_slice],cmap='gray')
plt.title('Image t1ce')


plt.subplot(234)
plt.imshow(test_image_t2[:,:,n_slice],cmap='gray')
plt.title('Image t2')

plt.subplot(235)
plt.imshow(test_mask[:,:,n_slice])
plt.title('Mask')

plt.show()

We should combine flair, t1ce and t2 for each slice to get more information

In [18]:
combined_x = np.stack([test_image_flair, test_image_t1ce, test_image_t2], axis=3)
print(combined_x.shape)

(240, 240, 155, 3)

We should crop the images since there are many black pixels that we don't need and is zoomed out

In [19]:
combined_x=combined_x[56:184, 56:184, 13:141] #Crop to 128x128x128x4
#Do the same for mask
test_mask = test_mask[56:184, 56:184, 13:141] 

print(test_mask.shape)
print(np.unique(test_mask))

(128, 128, 128)
[0 1 2 3]

Let's plot one random sample again

In [20]:
n_slice=random.randint(0, test_mask.shape[2]-1)
plt.figure(figsize=(12, 8))

plt.subplot(221)
plt.imshow(combined_x[:,:,n_slice, 0], cmap='gray')
plt.title('Image flair')
plt.subplot(222)
plt.imshow(combined_x[:,:,n_slice, 1], cmap='gray')
plt.title('Image t1ce')
plt.subplot(223)
plt.imshow(combined_x[:,:,n_slice, 2], cmap='gray')
plt.title('Image t2')
plt.subplot(224)
plt.imshow(test_mask[:,:,n_slice])
plt.title('Mask')
plt.show()

Let's save the modified images

In [21]:
imwrite('BraTS2020_TrainingData/combined255.tif', combined_x)
np.save('BraTS2020_TrainingData/combined255.npy', combined_x)

my_img=np.load('BraTS2020_TrainingData/combined255.npy')
print(my_img.shape)

arrays_equal=(combined_x==my_img).all() #sanity check
print(arrays_equal)

(128, 128, 128, 3)
True

Test mask is now a 128 by 128 by 128 since it only has 4 values we can put them in 4 categories

In [22]:
print(test_mask.shape)

test_mask = to_categorical(test_mask, num_classes=4)

print(test_mask.shape)
print(test_mask[1,1,1,:]) #one hot coding

(128, 128, 128)
(128, 128, 128, 4)
[1. 0. 0. 0.]

Let's start working with the images of all the 369 subjects

In [23]:
#TRAIN_DATASET_PATH='BraTS2020_TrainingData/MICCAI_BraTS2020_TrainingData/'

t2_list=sorted(glob.glob(TRAIN_DATASET_PATH+'*/*t2.nii'))
t1ce_list=sorted(glob.glob(TRAIN_DATASET_PATH+'*/*t1ce.nii'))
flair_list=sorted(glob.glob(TRAIN_DATASET_PATH+'*/*flair.nii'))
mask_list=sorted(glob.glob(TRAIN_DATASET_PATH+'*/*seg.nii'))

print(len(t2_list)) #369 for training

369
In [24]:
print(np.unique(test_mask)) #this is after categorical! one hot encoding

[0. 1.]
In [25]:
val, counts = np.unique(test_mask, return_counts=True) #this is after categorical!
print(val)
print(counts) #how much black pixel the mask contains 

[0. 1.]
[6291456 2097152]

Let's prepare all the 369 train images!

In [20]:
for img in range(369):
    print('Preparing image and mask of subject number: ',img)
    
    temp_image_t2=nib.load(t2_list[img]).get_fdata()
    temp_image_t2=scaler.fit_transform(temp_image_t2.reshape(-1,temp_image_t2.shape[-1])).reshape(temp_image_t2.shape)
    
    temp_image_t1ce=nib.load(t1ce_list[img]).get_fdata()
    temp_image_t1ce=scaler.fit_transform(temp_image_t1ce.reshape(-1,temp_image_t1ce.shape[-1])).reshape(temp_image_t1ce.shape)
    
    temp_image_flair=nib.load(flair_list[img]).get_fdata()
    temp_image_flair=scaler.fit_transform(temp_image_flair.reshape(-1,temp_image_flair.shape[-1])).reshape(temp_image_flair.shape)
    
    temp_mask=nib.load(mask_list[img]).get_fdata()
    temp_mask=temp_mask.astype(np.uint8)
    temp_mask[temp_mask==4] = 3 
    
    temp_combined_images = np.stack([temp_image_flair, temp_image_t1ce, temp_image_t2], axis=3)
    
    temp_combined_images=temp_combined_images[56:184, 56:184, 13:141]
    temp_mask = temp_mask[56:184, 56:184, 13:141]
    
    val, counts = np.unique(temp_mask, return_counts=True)
    
    if (1 - (counts[0]/counts.sum())) > 0.01:  #At least 1% useful volume with labels that are not 0 (black)
        print("Save Me")
        temp_mask= to_categorical(temp_mask, num_classes=4)
        np.save('BraTS2020_TrainingData/input_data_3channels/images/image_'+str(img)+'.npy', temp_combined_images)
        np.save('BraTS2020_TrainingData/input_data_3channels/masks/mask_'+str(img)+'.npy', temp_mask)
        
    else:
        print("I am useless")   
        
    

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Let's split the data (from trainig data folder) into train and validation for development

In [18]:
input_folder = 'BraTS2020_TrainingData/input_data_3channels/'
output_folder = 'BraTS2020_TrainingData/input_data_128/'
# Split with a ratio.
# To only split into training and validation set, set a tuple to `ratio`, i.e, `(.8, .2)`.
splitfolders.ratio(input_folder, output=output_folder, seed=42, ratio=(.75, .25), group_prefix=None) # default values

Copying files: 688 files [00:40, 17.16 files/s]

Let's start working with the data

In [26]:
def load_img(img_dir,img_list):
    images=[]
    for i, image_name in enumerate(img_list):
        if (image_name.split('.')[1]=='npy'):
            image=np.load(img_dir+image_name)
            images.append(image)
    images=np.array(images)
    
    return images
In [27]:
def imageLoader(img_dir,img_list,mask_dir,mask_list,batch_size):
    L=len(img_list)
    while True:
        batch_start=0
        batch_end=batch_size
        while batch_start<L:
            limit=min(batch_end,L)
            
            X=load_img(img_dir, img_list[batch_start:limit])
            Y=load_img(mask_dir, mask_list[batch_start:limit])
            
            yield (X,Y)
            
            batch_start+=batch_size
            batch_end+=batch_size
In [28]:
train_img_dir='BraTS2020_TrainingData/input_data_128/train/images/'
train_mask_dir='BraTS2020_TrainingData/input_data_128/train/masks/'

train_img_list=os.listdir(train_img_dir)
train_mask_list=os.listdir(train_mask_dir)
In [29]:
batch_size=10
train_img_datagen=imageLoader(train_img_dir,train_img_list,
                              train_mask_dir,train_mask_list,batch_size)

img,msk=train_img_datagen.__next__()#data of 2 first subjects


img_num=random.randint(0,img.shape[0]-1) #one random imge from 2 images in the batch

print(img_num)

print(img.shape)
print(msk.shape)

test_img=img[img_num]
print(test_img.shape)

test_mask=msk[img_num]
print(test_mask.shape)

test_mask=np.argmax(test_mask,axis=3)
print(test_mask.shape) #where it is labeled as 3 

img,msk=train_img_datagen.__next__()
print(img[0].shape)
print(msk[0].shape)

9
(10, 128, 128, 128, 3)
(10, 128, 128, 128, 4)
(128, 128, 128, 3)
(128, 128, 128, 4)
(128, 128, 128)
(128, 128, 128, 3)
(128, 128, 128, 4)
In [23]:
n_slice=np.random.randint(0,test_mask.shape[2]-1)
plt.figure(figsize=(12,8))
plt.subplot(221)
plt.imshow(test_img[:,:,n_slice,0],cmap='gray')
plt.title('Image Flair')
plt.subplot(222)
plt.imshow(test_img[:,:,n_slice,1],cmap='gray')
plt.title('Image t1ce')
plt.subplot(223)
plt.imshow(test_img[:,:,n_slice,2],cmap='gray')
plt.title('Image t2')
plt.subplot(224)
plt.imshow(test_mask[:,:,n_slice])
plt.title('mask')
plt.show()

Get the distribution of labels

In [30]:
columns=['0','1','2','3']
df=pd.DataFrame(columns=columns)
train_mask_list=sorted(glob.glob('BraTS2020_TrainingData/input_data_128/train/masks/*.npy'))

for img in range(len(train_mask_list)):
    temp_image=np.load(train_mask_list[img])
    temp_image=np.argmax(temp_image,axis=3)
    val, counts= np.unique(temp_image,return_counts=True)
    zipped = zip(columns, counts)
    conts_dict=dict(zipped)
    
    df=df.append(conts_dict,ignore_index=True)
    
label_0=df['0'].sum()
label_1=df['1'].sum()
label_2=df['2'].sum()
label_3=df['3'].sum()

total_labels=label_0+label_1+label_2+label_3
n_classes=4

    
wt0=round((total_labels/(n_classes*label_0)),2)
wt1=round((total_labels/(n_classes*label_1)),2)
wt2=round((total_labels/(n_classes*label_2)),2)
wt3=round((total_labels/(n_classes*label_3)),2)

The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.
The frame.append method is deprecated and will be removed from pandas in a future version. Use pandas.concat instead.

Let's check everything on train and validation

In [31]:
train_img_dir='BraTS2020_TrainingData/input_data_128/train/images/'
train_mask_dir='BraTS2020_TrainingData/input_data_128/train/masks/'
train_img_list=os.listdir(train_img_dir)
train_mask_list=os.listdir(train_mask_dir)

val_img_dir='BraTS2020_TrainingData/input_data_128/val/images/'
val_mask_dir='BraTS2020_TrainingData/input_data_128/val/masks/'
val_img_list=os.listdir(val_img_dir)
val_mask_list=os.listdir(val_mask_dir)

batch_size=2
train_img_datagen=imageLoader(train_img_dir,train_img_list,
                              train_mask_dir,train_mask_list,batch_size)

img,msk=train_img_datagen.__next__()

img_num=random.randint(0,img.shape[0]-1) #one random imge from 2 images in the batch
test_img=img[img_num]
test_mask=msk[img_num]
test_mask=np.argmax(test_mask,axis=3)
n_slice=np.random.randint(0,test_mask.shape[2])
plt.figure(figsize=(12,8))
plt.subplot(221)
plt.imshow(test_img[:,:,n_slice,0],cmap='gray')
plt.title('Image Flair')
plt.subplot(222)
plt.imshow(test_img[:,:,n_slice,1],cmap='gray')
plt.title('Image t1ce')
plt.subplot(223)
plt.imshow(test_img[:,:,n_slice,2],cmap='gray')
plt.title('Image t2')
plt.subplot(224)
plt.imshow(test_mask[:,:,n_slice])
plt.title('mask')
plt.show()


val_img_datagen=imageLoader(val_img_dir,val_img_list,
                              val_mask_dir,val_mask_list,batch_size)

img,msk=val_img_datagen.__next__()
In [26]:
print(wt0,wt1,wt2,wt3)
print(label_0,label_1,label_2,label_3)

0.26 22.92 9.02 26.66
515098764 5901688 14990686 5074078
In [32]:
#tf.debugging.set_log_device_placement(True)
from tensorflow.python.client import device_lib
print(device_lib.list_local_devices())
sess = tf.compat.v1.Session(config=tf.compat.v1.ConfigProto(log_device_placement=True))
tf.test.gpu_device_name()

[name: "/device:CPU:0"
device_type: "CPU"
memory_limit: 268435456
locality {
}
incarnation: 14335645723451591805
xla_global_id: -1
, name: "/device:GPU:0"
device_type: "GPU"
memory_limit: 6245318656
locality {
  bus_id: 1
  links {
  }
}
incarnation: 13019559181964803864
physical_device_desc: "device: 0, name: NVIDIA GeForce RTX 2080 Super with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 7.5"
xla_global_id: 416903419
]
Device mapping:
/job:localhost/replica:0/task:0/device:GPU:0 -> device: 0, name: NVIDIA GeForce RTX 2080 Super with Max-Q Design, pci bus id: 0000:01:00.0, compute capability: 7.5
Out[32]:
'/device:GPU:0'

Let's do the training in keras!

In [31]:
#do the training in keras
tf.debugging.set_log_device_placement(True)
wt0,wt1,wt2,wt3=0.25,0.25,0.25,0.25
dice_loss=sm.losses.DiceLoss(class_weights=np.array([wt0,wt1,wt2,wt3]))
focal_loss=sm.losses.CategoricalFocalLoss()
total_loss=dice_loss+(1*focal_loss)
metrics=['accuracy',sm.metrics.IOUScore(threshold=0.5)]
LR=0.0001
optim=keras.optimizers.Adam(LR)
 
steps_per_epoch=len(train_img_list)//batch_size
val_steps_per_epoch=len(val_img_list)//batch_size

from simple_3d_unet import simple_unet_model

model=simple_unet_model(IMG_HEIGHT=128,
                       IMG_WIDTH=128,
                       IMG_DEPTH=128,
                       IMG_CHANNELS=3,
                       num_classes=4)

model.compile(optimizer=optim,loss=total_loss,metrics=metrics)

print(model.summary())
print(model.input_shape)
print(model.output_shape)


history=model.fit(train_img_datagen,
                 steps_per_epoch=steps_per_epoch,
                 epochs=100,
                 verbose=1,
                 validation_data=val_img_datagen,
                 validation_steps=val_steps_per_epoch,)
model.save('brats_3d.hdf5')

Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c1 shape is (None, 128, 128, 128, 16)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c2 shape is (None, 64, 64, 64, 32)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c3 shape is (None, 32, 32, 32, 64)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c4 shape is (None, 16, 16, 16, 128)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c5 shape is (None, 8, 8, 8, 256)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
u6 shape is (None, 16, 16, 16, 256)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c6 shape is (None, 16, 16, 16, 128)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
u7 shape is (None, 32, 32, 32, 128)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c7 shape is (None, 32, 32, 32, 64)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
u8 shape is (None, 64, 64, 64, 64)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c8 shape is (None, 64, 64, 64, 32)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
u9 shape is (None, 128, 128, 128, 32)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
c9 shape is (None, 128, 128, 128, 16)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Model: "model"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_1 (InputLayer)           [(None, 128, 128, 1  0           []                               
                                28, 3)]                                                           
                                                                                                  
 conv3d (Conv3D)                (None, 128, 128, 12  1312        ['input_1[0][0]']                
                                8, 16)                                                            
                                                                                                  
 dropout (Dropout)              (None, 128, 128, 12  0           ['conv3d[0][0]']                 
                                8, 16)                                                            
                                                                                                  
 conv3d_1 (Conv3D)              (None, 128, 128, 12  6928        ['dropout[0][0]']                
                                8, 16)                                                            
                                                                                                  
 max_pooling3d (MaxPooling3D)   (None, 64, 64, 64,   0           ['conv3d_1[0][0]']               
                                16)                                                               
                                                                                                  
 conv3d_2 (Conv3D)              (None, 64, 64, 64,   13856       ['max_pooling3d[0][0]']          
                                32)                                                               
                                                                                                  
 dropout_1 (Dropout)            (None, 64, 64, 64,   0           ['conv3d_2[0][0]']               
                                32)                                                               
                                                                                                  
 conv3d_3 (Conv3D)              (None, 64, 64, 64,   27680       ['dropout_1[0][0]']              
                                32)                                                               
                                                                                                  
 max_pooling3d_1 (MaxPooling3D)  (None, 32, 32, 32,   0          ['conv3d_3[0][0]']               
                                32)                                                               
                                                                                                  
 conv3d_4 (Conv3D)              (None, 32, 32, 32,   55360       ['max_pooling3d_1[0][0]']        
                                64)                                                               
                                                                                                  
 dropout_2 (Dropout)            (None, 32, 32, 32,   0           ['conv3d_4[0][0]']               
                                64)                                                               
                                                                                                  
 conv3d_5 (Conv3D)              (None, 32, 32, 32,   110656      ['dropout_2[0][0]']              
                                64)                                                               
                                                                                                  
 max_pooling3d_2 (MaxPooling3D)  (None, 16, 16, 16,   0          ['conv3d_5[0][0]']               
                                64)                                                               
                                                                                                  
 conv3d_6 (Conv3D)              (None, 16, 16, 16,   221312      ['max_pooling3d_2[0][0]']        
                                128)                                                              
                                                                                                  
 dropout_3 (Dropout)            (None, 16, 16, 16,   0           ['conv3d_6[0][0]']               
                                128)                                                              
                                                                                                  
 conv3d_7 (Conv3D)              (None, 16, 16, 16,   442496      ['dropout_3[0][0]']              
                                128)                                                              
                                                                                                  
 max_pooling3d_3 (MaxPooling3D)  (None, 8, 8, 8, 128  0          ['conv3d_7[0][0]']               
                                )                                                                 
                                                                                                  
 conv3d_8 (Conv3D)              (None, 8, 8, 8, 256  884992      ['max_pooling3d_3[0][0]']        
                                )                                                                 
                                                                                                  
 dropout_4 (Dropout)            (None, 8, 8, 8, 256  0           ['conv3d_8[0][0]']               
                                )                                                                 
                                                                                                  
 conv3d_9 (Conv3D)              (None, 8, 8, 8, 256  1769728     ['dropout_4[0][0]']              
                                )                                                                 
                                                                                                  
 conv3d_transpose (Conv3DTransp  (None, 16, 16, 16,   262272     ['conv3d_9[0][0]']               
 ose)                           128)                                                              
                                                                                                  
 concatenate (Concatenate)      (None, 16, 16, 16,   0           ['conv3d_transpose[0][0]',       
                                256)                              'conv3d_7[0][0]']               
                                                                                                  
 conv3d_10 (Conv3D)             (None, 16, 16, 16,   884864      ['concatenate[0][0]']            
                                128)                                                              
                                                                                                  
 dropout_5 (Dropout)            (None, 16, 16, 16,   0           ['conv3d_10[0][0]']              
                                128)                                                              
                                                                                                  
 conv3d_11 (Conv3D)             (None, 16, 16, 16,   442496      ['dropout_5[0][0]']              
                                128)                                                              
                                                                                                  
 conv3d_transpose_1 (Conv3DTran  (None, 32, 32, 32,   65600      ['conv3d_11[0][0]']              
 spose)                         64)                                                               
                                                                                                  
 concatenate_1 (Concatenate)    (None, 32, 32, 32,   0           ['conv3d_transpose_1[0][0]',     
                                128)                              'conv3d_5[0][0]']               
                                                                                                  
 conv3d_12 (Conv3D)             (None, 32, 32, 32,   221248      ['concatenate_1[0][0]']          
                                64)                                                               
                                                                                                  
 dropout_6 (Dropout)            (None, 32, 32, 32,   0           ['conv3d_12[0][0]']              
                                64)                                                               
                                                                                                  
 conv3d_13 (Conv3D)             (None, 32, 32, 32,   110656      ['dropout_6[0][0]']              
                                64)                                                               
                                                                                                  
 conv3d_transpose_2 (Conv3DTran  (None, 64, 64, 64,   16416      ['conv3d_13[0][0]']              
 spose)                         32)                                                               
                                                                                                  
 concatenate_2 (Concatenate)    (None, 64, 64, 64,   0           ['conv3d_transpose_2[0][0]',     
                                64)                               'conv3d_3[0][0]']               
                                                                                                  
 conv3d_14 (Conv3D)             (None, 64, 64, 64,   55328       ['concatenate_2[0][0]']          
                                32)                                                               
                                                                                                  
 dropout_7 (Dropout)            (None, 64, 64, 64,   0           ['conv3d_14[0][0]']              
                                32)                                                               
                                                                                                  
 conv3d_15 (Conv3D)             (None, 64, 64, 64,   27680       ['dropout_7[0][0]']              
                                32)                                                               
                                                                                                  
 conv3d_transpose_3 (Conv3DTran  (None, 128, 128, 12  4112       ['conv3d_15[0][0]']              
 spose)                         8, 16)                                                            
                                                                                                  
 concatenate_3 (Concatenate)    (None, 128, 128, 12  0           ['conv3d_transpose_3[0][0]',     
                                8, 32)                            'conv3d_1[0][0]']               
                                                                                                  
 conv3d_16 (Conv3D)             (None, 128, 128, 12  13840       ['concatenate_3[0][0]']          
                                8, 16)                                                            
                                                                                                  
 dropout_8 (Dropout)            (None, 128, 128, 12  0           ['conv3d_16[0][0]']              
                                8, 16)                                                            
                                                                                                  
 conv3d_17 (Conv3D)             (None, 128, 128, 12  6928        ['dropout_8[0][0]']              
                                8, 16)                                                            
                                                                                                  
 conv3d_18 (Conv3D)             (None, 128, 128, 12  68          ['conv3d_17[0][0]']              
                                8, 4)                                                             
                                                                                                  
==================================================================================================
Total params: 5,645,828
Trainable params: 5,645,828
Non-trainable params: 0
__________________________________________________________________________________________________
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Model: "model"
__________________________________________________________________________________________________
 Layer (type)                   Output Shape         Param #     Connected to                     
==================================================================================================
 input_1 (InputLayer)           [(None, 128, 128, 1  0           []                               
                                28, 3)]                                                           
                                                                                                  
 conv3d (Conv3D)                (None, 128, 128, 12  1312        ['input_1[0][0]']                
                                8, 16)                                                            
                                                                                                  
 dropout (Dropout)              (None, 128, 128, 12  0           ['conv3d[0][0]']                 
                                8, 16)                                                            
                                                                                                  
 conv3d_1 (Conv3D)              (None, 128, 128, 12  6928        ['dropout[0][0]']                
                                8, 16)                                                            
                                                                                                  
 max_pooling3d (MaxPooling3D)   (None, 64, 64, 64,   0           ['conv3d_1[0][0]']               
                                16)                                                               
                                                                                                  
 conv3d_2 (Conv3D)              (None, 64, 64, 64,   13856       ['max_pooling3d[0][0]']          
                                32)                                                               
                                                                                                  
 dropout_1 (Dropout)            (None, 64, 64, 64,   0           ['conv3d_2[0][0]']               
                                32)                                                               
                                                                                                  
 conv3d_3 (Conv3D)              (None, 64, 64, 64,   27680       ['dropout_1[0][0]']              
                                32)                                                               
                                                                                                  
 max_pooling3d_1 (MaxPooling3D)  (None, 32, 32, 32,   0          ['conv3d_3[0][0]']               
                                32)                                                               
                                                                                                  
 conv3d_4 (Conv3D)              (None, 32, 32, 32,   55360       ['max_pooling3d_1[0][0]']        
                                64)                                                               
                                                                                                  
 dropout_2 (Dropout)            (None, 32, 32, 32,   0           ['conv3d_4[0][0]']               
                                64)                                                               
                                                                                                  
 conv3d_5 (Conv3D)              (None, 32, 32, 32,   110656      ['dropout_2[0][0]']              
                                64)                                                               
                                                                                                  
 max_pooling3d_2 (MaxPooling3D)  (None, 16, 16, 16,   0          ['conv3d_5[0][0]']               
                                64)                                                               
                                                                                                  
 conv3d_6 (Conv3D)              (None, 16, 16, 16,   221312      ['max_pooling3d_2[0][0]']        
                                128)                                                              
                                                                                                  
 dropout_3 (Dropout)            (None, 16, 16, 16,   0           ['conv3d_6[0][0]']               
                                128)                                                              
                                                                                                  
 conv3d_7 (Conv3D)              (None, 16, 16, 16,   442496      ['dropout_3[0][0]']              
                                128)                                                              
                                                                                                  
 max_pooling3d_3 (MaxPooling3D)  (None, 8, 8, 8, 128  0          ['conv3d_7[0][0]']               
                                )                                                                 
                                                                                                  
 conv3d_8 (Conv3D)              (None, 8, 8, 8, 256  884992      ['max_pooling3d_3[0][0]']        
                                )                                                                 
                                                                                                  
 dropout_4 (Dropout)            (None, 8, 8, 8, 256  0           ['conv3d_8[0][0]']               
                                )                                                                 
                                                                                                  
 conv3d_9 (Conv3D)              (None, 8, 8, 8, 256  1769728     ['dropout_4[0][0]']              
                                )                                                                 
                                                                                                  
 conv3d_transpose (Conv3DTransp  (None, 16, 16, 16,   262272     ['conv3d_9[0][0]']               
 ose)                           128)                                                              
                                                                                                  
 concatenate (Concatenate)      (None, 16, 16, 16,   0           ['conv3d_transpose[0][0]',       
                                256)                              'conv3d_7[0][0]']               
                                                                                                  
 conv3d_10 (Conv3D)             (None, 16, 16, 16,   884864      ['concatenate[0][0]']            
                                128)                                                              
                                                                                                  
 dropout_5 (Dropout)            (None, 16, 16, 16,   0           ['conv3d_10[0][0]']              
                                128)                                                              
                                                                                                  
 conv3d_11 (Conv3D)             (None, 16, 16, 16,   442496      ['dropout_5[0][0]']              
                                128)                                                              
                                                                                                  
 conv3d_transpose_1 (Conv3DTran  (None, 32, 32, 32,   65600      ['conv3d_11[0][0]']              
 spose)                         64)                                                               
                                                                                                  
 concatenate_1 (Concatenate)    (None, 32, 32, 32,   0           ['conv3d_transpose_1[0][0]',     
                                128)                              'conv3d_5[0][0]']               
                                                                                                  
 conv3d_12 (Conv3D)             (None, 32, 32, 32,   221248      ['concatenate_1[0][0]']          
                                64)                                                               
                                                                                                  
 dropout_6 (Dropout)            (None, 32, 32, 32,   0           ['conv3d_12[0][0]']              
                                64)                                                               
                                                                                                  
 conv3d_13 (Conv3D)             (None, 32, 32, 32,   110656      ['dropout_6[0][0]']              
                                64)                                                               
                                                                                                  
 conv3d_transpose_2 (Conv3DTran  (None, 64, 64, 64,   16416      ['conv3d_13[0][0]']              
 spose)                         32)                                                               
                                                                                                  
 concatenate_2 (Concatenate)    (None, 64, 64, 64,   0           ['conv3d_transpose_2[0][0]',     
                                64)                               'conv3d_3[0][0]']               
                                                                                                  
 conv3d_14 (Conv3D)             (None, 64, 64, 64,   55328       ['concatenate_2[0][0]']          
                                32)                                                               
                                                                                                  
 dropout_7 (Dropout)            (None, 64, 64, 64,   0           ['conv3d_14[0][0]']              
                                32)                                                               
                                                                                                  
 conv3d_15 (Conv3D)             (None, 64, 64, 64,   27680       ['dropout_7[0][0]']              
                                32)                                                               
                                                                                                  
 conv3d_transpose_3 (Conv3DTran  (None, 128, 128, 12  4112       ['conv3d_15[0][0]']              
 spose)                         8, 16)                                                            
                                                                                                  
 concatenate_3 (Concatenate)    (None, 128, 128, 12  0           ['conv3d_transpose_3[0][0]',     
                                8, 32)                            'conv3d_1[0][0]']               
                                                                                                  
 conv3d_16 (Conv3D)             (None, 128, 128, 12  13840       ['concatenate_3[0][0]']          
                                8, 16)                                                            
                                                                                                  
 dropout_8 (Dropout)            (None, 128, 128, 12  0           ['conv3d_16[0][0]']              
                                8, 16)                                                            
                                                                                                  
 conv3d_17 (Conv3D)             (None, 128, 128, 12  6928        ['dropout_8[0][0]']              
                                8, 16)                                                            
                                                                                                  
 conv3d_18 (Conv3D)             (None, 128, 128, 12  68          ['conv3d_17[0][0]']              
                                8, 4)                                                             
                                                                                                  
==================================================================================================
Total params: 5,645,828
Trainable params: 5,645,828
Non-trainable params: 0
__________________________________________________________________________________________________
None
(None, 128, 128, 128, 3)
(None, 128, 128, 128, 4)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Epoch 1/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 42:32 - loss: 1.0194 - accuracy: 0.4189 - iou_score: 1.8221e-06Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:54 - loss: 1.0167 - accuracy: 0.4574 - iou_score: 3.9825e-06 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:53 - loss: 1.0158 - accuracy: 0.4938 - iou_score: 1.5888e-05Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:52 - loss: 1.0145 - accuracy: 0.5253 - iou_score: 1.3919e-04Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:50 - loss: 1.0127 - accuracy: 0.5530 - iou_score: 9.4285e-04Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:49 - loss: 1.0100 - accuracy: 0.5759 - iou_score: 0.0069    Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:48 - loss: 1.0071 - accuracy: 0.5968 - iou_score: 0.0171Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:47 - loss: 1.0043 - accuracy: 0.6120 - iou_score: 0.0309Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:46 - loss: 1.0032 - accuracy: 0.6255 - iou_score: 0.0448Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:44 - loss: 1.0000 - accuracy: 0.6440 - iou_score: 0.0563Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:43 - loss: 0.9976 - accuracy: 0.6608 - iou_score: 0.0674Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:42 - loss: 0.9955 - accuracy: 0.6761 - iou_score: 0.0772Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:41 - loss: 0.9943 - accuracy: 0.6904 - iou_score: 0.0855Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:39 - loss: 0.9929 - accuracy: 0.7038 - iou_score: 0.0920Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:38 - loss: 0.9911 - accuracy: 0.7186 - iou_score: 0.0973Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:37 - loss: 0.9899 - accuracy: 0.7304 - iou_score: 0.1019Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:35 - loss: 0.9890 - accuracy: 0.7396 - iou_score: 0.1053Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:34 - loss: 0.9881 - accuracy: 0.7488 - iou_score: 0.1090Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:33 - loss: 0.9870 - accuracy: 0.7585 - iou_score: 0.1124Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:31 - loss: 0.9861 - accuracy: 0.7673 - iou_score: 0.1150Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:30 - loss: 0.9848 - accuracy: 0.7771 - iou_score: 0.1184Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 2:29 - loss: 0.9838 - accuracy: 0.7847 - iou_score: 0.1217Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 2:27 - loss: 0.9831 - accuracy: 0.7910 - iou_score: 0.1249Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 2:26 - loss: 0.9824 - accuracy: 0.7967 - iou_score: 0.1282Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 2:25 - loss: 0.9819 - accuracy: 0.8016 - iou_score: 0.1316Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 2:23 - loss: 0.9810 - accuracy: 0.8075 - iou_score: 0.1349Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 2:22 - loss: 0.9802 - accuracy: 0.8127 - iou_score: 0.1376Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 2:20 - loss: 0.9794 - accuracy: 0.8177 - iou_score: 0.1405Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 2:19 - loss: 0.9787 - accuracy: 0.8222 - iou_score: 0.1429Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 2:18 - loss: 0.9779 - accuracy: 0.8270 - iou_score: 0.1451Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 2:16 - loss: 0.9770 - accuracy: 0.8318 - iou_score: 0.1475Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 2:15 - loss: 0.9763 - accuracy: 0.8354 - iou_score: 0.1498Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 2:14 - loss: 0.9758 - accuracy: 0.8386 - iou_score: 0.1521Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 2:12 - loss: 0.9751 - accuracy: 0.8421 - iou_score: 0.1544Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 2:11 - loss: 0.9744 - accuracy: 0.8450 - iou_score: 0.1564Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 2:09 - loss: 0.9738 - accuracy: 0.8477 - iou_score: 0.1582Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 2:08 - loss: 0.9732 - accuracy: 0.8508 - iou_score: 0.1602Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 2:07 - loss: 0.9726 - accuracy: 0.8532 - iou_score: 0.1618Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 2:05 - loss: 0.9719 - accuracy: 0.8561 - iou_score: 0.1636Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 2:04 - loss: 0.9713 - accuracy: 0.8591 - iou_score: 0.1655Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 2:02 - loss: 0.9707 - accuracy: 0.8618 - iou_score: 0.1673Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 2:01 - loss: 0.9700 - accuracy: 0.8643 - iou_score: 0.1690Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 2:00 - loss: 0.9694 - accuracy: 0.8664 - iou_score: 0.1706Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:58 - loss: 0.9689 - accuracy: 0.8686 - iou_score: 0.1721Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:57 - loss: 0.9683 - accuracy: 0.8706 - iou_score: 0.1734Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:56 - loss: 0.9678 - accuracy: 0.8726 - iou_score: 0.1746Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:54 - loss: 0.9674 - accuracy: 0.8738 - iou_score: 0.1756Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:53 - loss: 0.9669 - accuracy: 0.8751 - iou_score: 0.1768Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:51 - loss: 0.9664 - accuracy: 0.8767 - iou_score: 0.1781Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:50 - loss: 0.9659 - accuracy: 0.8777 - iou_score: 0.1791Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:49 - loss: 0.9654 - accuracy: 0.8785 - iou_score: 0.1800Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:47 - loss: 0.9650 - accuracy: 0.8797 - iou_score: 0.1808Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:46 - loss: 0.9646 - accuracy: 0.8803 - iou_score: 0.1815Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:44 - loss: 0.9641 - accuracy: 0.8812 - iou_score: 0.1824Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:43 - loss: 0.9637 - accuracy: 0.8826 - iou_score: 0.1832Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:42 - loss: 0.9633 - accuracy: 0.8841 - iou_score: 0.1839Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:40 - loss: 0.9629 - accuracy: 0.8850 - iou_score: 0.1848Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:39 - loss: 0.9625 - accuracy: 0.8865 - iou_score: 0.1857Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:38 - loss: 0.9621 - accuracy: 0.8872 - iou_score: 0.1865Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:36 - loss: 0.9618 - accuracy: 0.8879 - iou_score: 0.1871Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:35 - loss: 0.9615 - accuracy: 0.8890 - iou_score: 0.1877Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:33 - loss: 0.9611 - accuracy: 0.8896 - iou_score: 0.1879Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:32 - loss: 0.9609 - accuracy: 0.8910 - iou_score: 0.1878Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:31 - loss: 0.9607 - accuracy: 0.8923 - iou_score: 0.1879Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:29 - loss: 0.9604 - accuracy: 0.8932 - iou_score: 0.1886Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:28 - loss: 0.9602 - accuracy: 0.8939 - iou_score: 0.1893Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:26 - loss: 0.9602 - accuracy: 0.8948 - iou_score: 0.1900Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:25 - loss: 0.9599 - accuracy: 0.8956 - iou_score: 0.1907Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:24 - loss: 0.9596 - accuracy: 0.8968 - iou_score: 0.1914Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:22 - loss: 0.9594 - accuracy: 0.8979 - iou_score: 0.1917Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:21 - loss: 0.9591 - accuracy: 0.8979 - iou_score: 0.1922Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:19 - loss: 0.9589 - accuracy: 0.8983 - iou_score: 0.1927Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:18 - loss: 0.9586 - accuracy: 0.8985 - iou_score: 0.1932Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:17 - loss: 0.9582 - accuracy: 0.8990 - iou_score: 0.1938Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:15 - loss: 0.9580 - accuracy: 0.9001 - iou_score: 0.1944Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 1:14 - loss: 0.9578 - accuracy: 0.9007 - iou_score: 0.1950Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 1:12 - loss: 0.9575 - accuracy: 0.9015 - iou_score: 0.1956Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 1:11 - loss: 0.9573 - accuracy: 0.9021 - iou_score: 0.1961Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 1:10 - loss: 0.9571 - accuracy: 0.9024 - iou_score: 0.1966Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 1:08 - loss: 0.9568 - accuracy: 0.9026 - iou_score: 0.1970Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 1:07 - loss: 0.9566 - accuracy: 0.9029 - iou_score: 0.1972Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 1:05 - loss: 0.9565 - accuracy: 0.9039 - iou_score: 0.1975Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 1:04 - loss: 0.9562 - accuracy: 0.9041 - iou_score: 0.1977Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 1:03 - loss: 0.9561 - accuracy: 0.9045 - iou_score: 0.1975Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 1:01 - loss: 0.9559 - accuracy: 0.9051 - iou_score: 0.1979Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 1:00 - loss: 0.9557 - accuracy: 0.9058 - iou_score: 0.1984Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 58s - loss: 0.9555 - accuracy: 0.9061 - iou_score: 0.1989 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 57s - loss: 0.9553 - accuracy: 0.9061 - iou_score: 0.1992Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 56s - loss: 0.9550 - accuracy: 0.9067 - iou_score: 0.1997Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 54s - loss: 0.9547 - accuracy: 0.9075 - iou_score: 0.2002Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 53s - loss: 0.9544 - accuracy: 0.9077 - iou_score: 0.2006Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 51s - loss: 0.9543 - accuracy: 0.9082 - iou_score: 0.2007Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 50s - loss: 0.9541 - accuracy: 0.9085 - iou_score: 0.2009Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 49s - loss: 0.9540 - accuracy: 0.9089 - iou_score: 0.2008Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 47s - loss: 0.9539 - accuracy: 0.9093 - iou_score: 0.2011Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 46s - loss: 0.9537 - accuracy: 0.9097 - iou_score: 0.2015Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 44s - loss: 0.9535 - accuracy: 0.9101 - iou_score: 0.2019Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 43s - loss: 0.9533 - accuracy: 0.9105 - iou_score: 0.2022Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 42s - loss: 0.9532 - accuracy: 0.9109 - iou_score: 0.2023Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 40s - loss: 0.9530 - accuracy: 0.9116 - iou_score: 0.2027Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 39s - loss: 0.9529 - accuracy: 0.9118 - iou_score: 0.2027Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 37s - loss: 0.9528 - accuracy: 0.9124 - iou_score: 0.2030Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 36s - loss: 0.9526 - accuracy: 0.9128 - iou_score: 0.2034Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 35s - loss: 0.9524 - accuracy: 0.9130 - iou_score: 0.2037Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 33s - loss: 0.9524 - accuracy: 0.9132 - iou_score: 0.2040Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 32s - loss: 0.9523 - accuracy: 0.9134 - iou_score: 0.2039Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 30s - loss: 0.9521 - accuracy: 0.9138 - iou_score: 0.2041Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 29s - loss: 0.9520 - accuracy: 0.9142 - iou_score: 0.2043Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 28s - loss: 0.9519 - accuracy: 0.9148 - iou_score: 0.2044Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 26s - loss: 0.9517 - accuracy: 0.9153 - iou_score: 0.2047Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 25s - loss: 0.9515 - accuracy: 0.9157 - iou_score: 0.2051Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 23s - loss: 0.9513 - accuracy: 0.9161 - iou_score: 0.2054Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 22s - loss: 0.9510 - accuracy: 0.9165 - iou_score: 0.2058Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 21s - loss: 0.9508 - accuracy: 0.9168 - iou_score: 0.2061Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 19s - loss: 0.9507 - accuracy: 0.9171 - iou_score: 0.2064Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 18s - loss: 0.9505 - accuracy: 0.9177 - iou_score: 0.2067Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 16s - loss: 0.9504 - accuracy: 0.9181 - iou_score: 0.2069Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 15s - loss: 0.9501 - accuracy: 0.9185 - iou_score: 0.2073Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 14s - loss: 0.9500 - accuracy: 0.9188 - iou_score: 0.2073Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 12s - loss: 0.9499 - accuracy: 0.9192 - iou_score: 0.2072Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 11s - loss: 0.9498 - accuracy: 0.9194 - iou_score: 0.2075Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 9s - loss: 0.9496 - accuracy: 0.9199 - iou_score: 0.2078 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 8s - loss: 0.9494 - accuracy: 0.9202 - iou_score: 0.2081Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 7s - loss: 0.9493 - accuracy: 0.9207 - iou_score: 0.2084Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 5s - loss: 0.9491 - accuracy: 0.9212 - iou_score: 0.2087Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 4s - loss: 0.9489 - accuracy: 0.9216 - iou_score: 0.2089Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.9487 - accuracy: 0.9220 - iou_score: 0.2092Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.9485 - accuracy: 0.9223 - iou_score: 0.2095Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.9483 - accuracy: 0.9225 - iou_score: 0.2097Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 215s 2s/step - loss: 0.9483 - accuracy: 0.9225 - iou_score: 0.2097 - val_loss: 0.9342 - val_accuracy: 0.9458 - val_iou_score: 0.2298
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 2/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:55 - loss: 0.9245 - accuracy: 0.9836 - iou_score: 0.2458Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:58 - loss: 0.9260 - accuracy: 0.9685 - iou_score: 0.2430Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:56 - loss: 0.9267 - accuracy: 0.9686 - iou_score: 0.2432Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:54 - loss: 0.9286 - accuracy: 0.9691 - iou_score: 0.2406Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:53 - loss: 0.9283 - accuracy: 0.9712 - iou_score: 0.2392Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:51 - loss: 0.9261 - accuracy: 0.9707 - iou_score: 0.2402Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:50 - loss: 0.9275 - accuracy: 0.9710 - iou_score: 0.2383Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:49 - loss: 0.9263 - accuracy: 0.9686 - iou_score: 0.2386Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:47 - loss: 0.9257 - accuracy: 0.9652 - iou_score: 0.2382Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:46 - loss: 0.9268 - accuracy: 0.9670 - iou_score: 0.2390Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:44 - loss: 0.9275 - accuracy: 0.9667 - iou_score: 0.2392Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:43 - loss: 0.9273 - accuracy: 0.9663 - iou_score: 0.2390Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:42 - loss: 0.9286 - accuracy: 0.9626 - iou_score: 0.2371Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:40 - loss: 0.9285 - accuracy: 0.9604 - iou_score: 0.2356Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:39 - loss: 0.9282 - accuracy: 0.9617 - iou_score: 0.2358Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:37 - loss: 0.9280 - accuracy: 0.9613 - iou_score: 0.2359Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:36 - loss: 0.9283 - accuracy: 0.9562 - iou_score: 0.2340Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:35 - loss: 0.9310 - accuracy: 0.9543 - iou_score: 0.2339Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:33 - loss: 0.9322 - accuracy: 0.9540 - iou_score: 0.2341Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:32 - loss: 0.9323 - accuracy: 0.9539 - iou_score: 0.2343Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:30 - loss: 0.9325 - accuracy: 0.9551 - iou_score: 0.2345Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 2:29 - loss: 0.9325 - accuracy: 0.9530 - iou_score: 0.2336Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 2:28 - loss: 0.9325 - accuracy: 0.9508 - iou_score: 0.2326Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 2:26 - loss: 0.9330 - accuracy: 0.9461 - iou_score: 0.2303Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 2:25 - loss: 0.9328 - accuracy: 0.9456 - iou_score: 0.2301Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 2:23 - loss: 0.9334 - accuracy: 0.9427 - iou_score: 0.2286Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 2:22 - loss: 0.9336 - accuracy: 0.9399 - iou_score: 0.2274Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 2:21 - loss: 0.9337 - accuracy: 0.9406 - iou_score: 0.2279Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 2:19 - loss: 0.9334 - accuracy: 0.9404 - iou_score: 0.2278Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 2:18 - loss: 0.9332 - accuracy: 0.9415 - iou_score: 0.2283Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 2:16 - loss: 0.9331 - accuracy: 0.9428 - iou_score: 0.2288Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 2:15 - loss: 0.9340 - accuracy: 0.9430 - iou_score: 0.2291Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 2:14 - loss: 0.9338 - accuracy: 0.9433 - iou_score: 0.2294Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 2:12 - loss: 0.9336 - accuracy: 0.9440 - iou_score: 0.2298Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 2:11 - loss: 0.9335 - accuracy: 0.9443 - iou_score: 0.2301Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 2:09 - loss: 0.9333 - accuracy: 0.9444 - iou_score: 0.2303Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 2:08 - loss: 0.9332 - accuracy: 0.9448 - iou_score: 0.2304Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 2:07 - loss: 0.9329 - accuracy: 0.9448 - iou_score: 0.2305Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 2:05 - loss: 0.9328 - accuracy: 0.9456 - iou_score: 0.2307Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 2:04 - loss: 0.9330 - accuracy: 0.9454 - iou_score: 0.2304Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 2:02 - loss: 0.9331 - accuracy: 0.9460 - iou_score: 0.2306Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 2:01 - loss: 0.9330 - accuracy: 0.9466 - iou_score: 0.2309Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 2:00 - loss: 0.9326 - accuracy: 0.9472 - iou_score: 0.2312Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:58 - loss: 0.9328 - accuracy: 0.9475 - iou_score: 0.2315Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:57 - loss: 0.9331 - accuracy: 0.9479 - iou_score: 0.2317Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:55 - loss: 0.9327 - accuracy: 0.9483 - iou_score: 0.2320Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:54 - loss: 0.9326 - accuracy: 0.9483 - iou_score: 0.2320Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:53 - loss: 0.9325 - accuracy: 0.9482 - iou_score: 0.2322Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:51 - loss: 0.9323 - accuracy: 0.9486 - iou_score: 0.2324Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:50 - loss: 0.9322 - accuracy: 0.9478 - iou_score: 0.2322Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:48 - loss: 0.9319 - accuracy: 0.9476 - iou_score: 0.2323Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:47 - loss: 0.9318 - accuracy: 0.9476 - iou_score: 0.2323Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:46 - loss: 0.9315 - accuracy: 0.9477 - iou_score: 0.2324Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:44 - loss: 0.9314 - accuracy: 0.9476 - iou_score: 0.2325Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:43 - loss: 0.9313 - accuracy: 0.9475 - iou_score: 0.2326Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:42 - loss: 0.9312 - accuracy: 0.9476 - iou_score: 0.2326Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:40 - loss: 0.9313 - accuracy: 0.9473 - iou_score: 0.2326Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:39 - loss: 0.9311 - accuracy: 0.9478 - iou_score: 0.2329Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:37 - loss: 0.9308 - accuracy: 0.9476 - iou_score: 0.2331Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:36 - loss: 0.9308 - accuracy: 0.9474 - iou_score: 0.2332Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:35 - loss: 0.9306 - accuracy: 0.9478 - iou_score: 0.2335Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:33 - loss: 0.9303 - accuracy: 0.9475 - iou_score: 0.2337Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:32 - loss: 0.9306 - accuracy: 0.9459 - iou_score: 0.2332Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:30 - loss: 0.9309 - accuracy: 0.9437 - iou_score: 0.2322Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:29 - loss: 0.9308 - accuracy: 0.9438 - iou_score: 0.2323Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:28 - loss: 0.9307 - accuracy: 0.9437 - iou_score: 0.2324Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:26 - loss: 0.9310 - accuracy: 0.9439 - iou_score: 0.2325Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:25 - loss: 0.9309 - accuracy: 0.9440 - iou_score: 0.2327Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:23 - loss: 0.9310 - accuracy: 0.9446 - iou_score: 0.2329Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:22 - loss: 0.9311 - accuracy: 0.9450 - iou_score: 0.2330Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:21 - loss: 0.9310 - accuracy: 0.9447 - iou_score: 0.2331Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:19 - loss: 0.9308 - accuracy: 0.9448 - iou_score: 0.2333Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:18 - loss: 0.9307 - accuracy: 0.9446 - iou_score: 0.2333Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:16 - loss: 0.9305 - accuracy: 0.9442 - iou_score: 0.2335Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:15 - loss: 0.9306 - accuracy: 0.9443 - iou_score: 0.2334Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 1:14 - loss: 0.9306 - accuracy: 0.9441 - iou_score: 0.2335Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 1:12 - loss: 0.9306 - accuracy: 0.9440 - iou_score: 0.2336Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 1:11 - loss: 0.9305 - accuracy: 0.9442 - iou_score: 0.2338Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 1:09 - loss: 0.9304 - accuracy: 0.9440 - iou_score: 0.2339Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 1:08 - loss: 0.9305 - accuracy: 0.9437 - iou_score: 0.2340Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 1:07 - loss: 0.9306 - accuracy: 0.9431 - iou_score: 0.2338Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 1:05 - loss: 0.9305 - accuracy: 0.9435 - iou_score: 0.2341Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 1:04 - loss: 0.9303 - accuracy: 0.9435 - iou_score: 0.2347Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 1:03 - loss: 0.9303 - accuracy: 0.9424 - iou_score: 0.2346Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 1:01 - loss: 0.9303 - accuracy: 0.9424 - iou_score: 0.2348Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 1:00 - loss: 0.9303 - accuracy: 0.9426 - iou_score: 0.2349Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 58s - loss: 0.9304 - accuracy: 0.9419 - iou_score: 0.2349 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 57s - loss: 0.9302 - accuracy: 0.9416 - iou_score: 0.2356Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 56s - loss: 0.9301 - accuracy: 0.9419 - iou_score: 0.2359Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 54s - loss: 0.9299 - accuracy: 0.9423 - iou_score: 0.2362Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 53s - loss: 0.9300 - accuracy: 0.9422 - iou_score: 0.2363Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 51s - loss: 0.9299 - accuracy: 0.9423 - iou_score: 0.2368Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 50s - loss: 0.9298 - accuracy: 0.9422 - iou_score: 0.2369Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 49s - loss: 0.9299 - accuracy: 0.9413 - iou_score: 0.2370Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 47s - loss: 0.9300 - accuracy: 0.9413 - iou_score: 0.2370Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 46s - loss: 0.9299 - accuracy: 0.9411 - iou_score: 0.2373Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 44s - loss: 0.9298 - accuracy: 0.9413 - iou_score: 0.2378Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 43s - loss: 0.9299 - accuracy: 0.9413 - iou_score: 0.2380Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 42s - loss: 0.9299 - accuracy: 0.9410 - iou_score: 0.2381Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 40s - loss: 0.9298 - accuracy: 0.9415 - iou_score: 0.2383Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 39s - loss: 0.9299 - accuracy: 0.9409 - iou_score: 0.2384Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 37s - loss: 0.9299 - accuracy: 0.9413 - iou_score: 0.2385Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 36s - loss: 0.9298 - accuracy: 0.9415 - iou_score: 0.2389Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 35s - loss: 0.9298 - accuracy: 0.9416 - iou_score: 0.2389Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 33s - loss: 0.9299 - accuracy: 0.9416 - iou_score: 0.2390Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 32s - loss: 0.9299 - accuracy: 0.9407 - iou_score: 0.2391Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 30s - loss: 0.9299 - accuracy: 0.9409 - iou_score: 0.2394Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 29s - loss: 0.9297 - accuracy: 0.9412 - iou_score: 0.2397Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 28s - loss: 0.9296 - accuracy: 0.9416 - iou_score: 0.2399Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 26s - loss: 0.9295 - accuracy: 0.9419 - iou_score: 0.2401Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 25s - loss: 0.9294 - accuracy: 0.9421 - iou_score: 0.2401Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 23s - loss: 0.9292 - accuracy: 0.9424 - iou_score: 0.2409Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 22s - loss: 0.9290 - accuracy: 0.9426 - iou_score: 0.2416Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 20s - loss: 0.9289 - accuracy: 0.9427 - iou_score: 0.2423Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 19s - loss: 0.9288 - accuracy: 0.9430 - iou_score: 0.2426Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 18s - loss: 0.9287 - accuracy: 0.9434 - iou_score: 0.2428Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 16s - loss: 0.9286 - accuracy: 0.9435 - iou_score: 0.2433Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 15s - loss: 0.9284 - accuracy: 0.9437 - iou_score: 0.2437Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 13s - loss: 0.9283 - accuracy: 0.9438 - iou_score: 0.2438Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 12s - loss: 0.9283 - accuracy: 0.9439 - iou_score: 0.2443Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 11s - loss: 0.9284 - accuracy: 0.9439 - iou_score: 0.2443Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 9s - loss: 0.9284 - accuracy: 0.9443 - iou_score: 0.2445 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 8s - loss: 0.9282 - accuracy: 0.9444 - iou_score: 0.2448Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 6s - loss: 0.9281 - accuracy: 0.9447 - iou_score: 0.2451Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 5s - loss: 0.9280 - accuracy: 0.9450 - iou_score: 0.2453Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 4s - loss: 0.9280 - accuracy: 0.9451 - iou_score: 0.2458Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.9278 - accuracy: 0.9454 - iou_score: 0.2461Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.9277 - accuracy: 0.9455 - iou_score: 0.2470Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.9275 - accuracy: 0.9456 - iou_score: 0.2478Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 188s 1s/step - loss: 0.9275 - accuracy: 0.9456 - iou_score: 0.2478 - val_loss: 0.9263 - val_accuracy: 0.9136 - val_iou_score: 0.3083
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 3/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:23 - loss: 0.9056 - accuracy: 0.9882 - iou_score: 0.3163Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:22 - loss: 0.9120 - accuracy: 0.9746 - iou_score: 0.3050Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:21 - loss: 0.9185 - accuracy: 0.9732 - iou_score: 0.2898Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:20 - loss: 0.9185 - accuracy: 0.9736 - iou_score: 0.2895Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:19 - loss: 0.9152 - accuracy: 0.9759 - iou_score: 0.3106Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:18 - loss: 0.9122 - accuracy: 0.9758 - iou_score: 0.3125Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.9148 - accuracy: 0.9713 - iou_score: 0.3097Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:15 - loss: 0.9134 - accuracy: 0.9692 - iou_score: 0.3156Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:14 - loss: 0.9142 - accuracy: 0.9605 - iou_score: 0.3137Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:13 - loss: 0.9148 - accuracy: 0.9628 - iou_score: 0.3084Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:12 - loss: 0.9141 - accuracy: 0.9636 - iou_score: 0.3083Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:11 - loss: 0.9140 - accuracy: 0.9624 - iou_score: 0.3137Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:10 - loss: 0.9153 - accuracy: 0.9592 - iou_score: 0.3119Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:09 - loss: 0.9144 - accuracy: 0.9588 - iou_score: 0.3153Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:08 - loss: 0.9136 - accuracy: 0.9604 - iou_score: 0.3194Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:06 - loss: 0.9135 - accuracy: 0.9603 - iou_score: 0.3218Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:05 - loss: 0.9144 - accuracy: 0.9555 - iou_score: 0.3195Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:04 - loss: 0.9175 - accuracy: 0.9538 - iou_score: 0.3154Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:03 - loss: 0.9185 - accuracy: 0.9537 - iou_score: 0.3127Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:02 - loss: 0.9186 - accuracy: 0.9537 - iou_score: 0.3119Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:01 - loss: 0.9194 - accuracy: 0.9540 - iou_score: 0.3100Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 2:00 - loss: 0.9202 - accuracy: 0.9494 - iou_score: 0.3065Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:59 - loss: 0.9206 - accuracy: 0.9462 - iou_score: 0.3055Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.9216 - accuracy: 0.9398 - iou_score: 0.3029Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:56 - loss: 0.9214 - accuracy: 0.9394 - iou_score: 0.3046Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:55 - loss: 0.9222 - accuracy: 0.9354 - iou_score: 0.3020Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:54 - loss: 0.9227 - accuracy: 0.9322 - iou_score: 0.3001Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:53 - loss: 0.9227 - accuracy: 0.9333 - iou_score: 0.2991Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:52 - loss: 0.9223 - accuracy: 0.9338 - iou_score: 0.2994Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:51 - loss: 0.9223 - accuracy: 0.9351 - iou_score: 0.2979Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:50 - loss: 0.9225 - accuracy: 0.9366 - iou_score: 0.2968Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:49 - loss: 0.9237 - accuracy: 0.9371 - iou_score: 0.2952Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.9237 - accuracy: 0.9376 - iou_score: 0.2953Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:46 - loss: 0.9237 - accuracy: 0.9386 - iou_score: 0.2954Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:45 - loss: 0.9237 - accuracy: 0.9391 - iou_score: 0.2954Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:44 - loss: 0.9234 - accuracy: 0.9394 - iou_score: 0.2956Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:43 - loss: 0.9234 - accuracy: 0.9395 - iou_score: 0.2952Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:42 - loss: 0.9232 - accuracy: 0.9396 - iou_score: 0.2954Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:41 - loss: 0.9232 - accuracy: 0.9399 - iou_score: 0.2965Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:40 - loss: 0.9239 - accuracy: 0.9373 - iou_score: 0.2945Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.9241 - accuracy: 0.9374 - iou_score: 0.2935Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:37 - loss: 0.9240 - accuracy: 0.9381 - iou_score: 0.2942Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:36 - loss: 0.9236 - accuracy: 0.9389 - iou_score: 0.2960Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:35 - loss: 0.9237 - accuracy: 0.9395 - iou_score: 0.2948Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:34 - loss: 0.9242 - accuracy: 0.9400 - iou_score: 0.2936Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:33 - loss: 0.9238 - accuracy: 0.9407 - iou_score: 0.2941Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:32 - loss: 0.9235 - accuracy: 0.9408 - iou_score: 0.2951Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:31 - loss: 0.9237 - accuracy: 0.9409 - iou_score: 0.2951Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.9237 - accuracy: 0.9414 - iou_score: 0.2945Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.9236 - accuracy: 0.9413 - iou_score: 0.2942Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:27 - loss: 0.9235 - accuracy: 0.9413 - iou_score: 0.2944Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:26 - loss: 0.9233 - accuracy: 0.9416 - iou_score: 0.2953Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:25 - loss: 0.9229 - accuracy: 0.9419 - iou_score: 0.2968Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:24 - loss: 0.9228 - accuracy: 0.9419 - iou_score: 0.2965Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:23 - loss: 0.9229 - accuracy: 0.9418 - iou_score: 0.2957Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:22 - loss: 0.9230 - accuracy: 0.9416 - iou_score: 0.2950Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.9234 - accuracy: 0.9397 - iou_score: 0.2943Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.9233 - accuracy: 0.9402 - iou_score: 0.2950Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.9231 - accuracy: 0.9401 - iou_score: 0.2954Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:17 - loss: 0.9230 - accuracy: 0.9401 - iou_score: 0.2949Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:16 - loss: 0.9229 - accuracy: 0.9406 - iou_score: 0.2957Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:15 - loss: 0.9228 - accuracy: 0.9405 - iou_score: 0.2957Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:14 - loss: 0.9230 - accuracy: 0.9398 - iou_score: 0.2950Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:13 - loss: 0.9233 - accuracy: 0.9385 - iou_score: 0.2939Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.9232 - accuracy: 0.9387 - iou_score: 0.2933Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.9231 - accuracy: 0.9387 - iou_score: 0.2929Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.9236 - accuracy: 0.9390 - iou_score: 0.2923Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.9235 - accuracy: 0.9393 - iou_score: 0.2922Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:07 - loss: 0.9237 - accuracy: 0.9399 - iou_score: 0.2915Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:06 - loss: 0.9239 - accuracy: 0.9403 - iou_score: 0.2910Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:05 - loss: 0.9237 - accuracy: 0.9402 - iou_score: 0.2911Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:04 - loss: 0.9235 - accuracy: 0.9404 - iou_score: 0.2913Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.9234 - accuracy: 0.9402 - iou_score: 0.2917Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.9233 - accuracy: 0.9399 - iou_score: 0.2916Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.9235 - accuracy: 0.9399 - iou_score: 0.2911Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.9235 - accuracy: 0.9398 - iou_score: 0.2906 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 58s - loss: 0.9236 - accuracy: 0.9398 - iou_score: 0.2915Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 57s - loss: 0.9234 - accuracy: 0.9400 - iou_score: 0.2915Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 56s - loss: 0.9235 - accuracy: 0.9398 - iou_score: 0.2911Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 55s - loss: 0.9236 - accuracy: 0.9395 - iou_score: 0.2905Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.9236 - accuracy: 0.9394 - iou_score: 0.2900Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.9236 - accuracy: 0.9399 - iou_score: 0.2900Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.9233 - accuracy: 0.9399 - iou_score: 0.2903Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.9234 - accuracy: 0.9390 - iou_score: 0.2903Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.9234 - accuracy: 0.9392 - iou_score: 0.2900Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 48s - loss: 0.9234 - accuracy: 0.9394 - iou_score: 0.2897Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 47s - loss: 0.9234 - accuracy: 0.9392 - iou_score: 0.2892Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 46s - loss: 0.9232 - accuracy: 0.9390 - iou_score: 0.2895Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.9231 - accuracy: 0.9394 - iou_score: 0.2894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.9230 - accuracy: 0.9398 - iou_score: 0.2892Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.9230 - accuracy: 0.9398 - iou_score: 0.2892Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.9229 - accuracy: 0.9399 - iou_score: 0.2894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.9228 - accuracy: 0.9399 - iou_score: 0.2894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.9230 - accuracy: 0.9391 - iou_score: 0.2892Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 38s - loss: 0.9231 - accuracy: 0.9391 - iou_score: 0.2887Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 37s - loss: 0.9231 - accuracy: 0.9389 - iou_score: 0.2887Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.9231 - accuracy: 0.9392 - iou_score: 0.2890Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.9231 - accuracy: 0.9392 - iou_score: 0.2889Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.9232 - accuracy: 0.9390 - iou_score: 0.2890Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.9231 - accuracy: 0.9395 - iou_score: 0.2889Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.9232 - accuracy: 0.9389 - iou_score: 0.2887Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.9232 - accuracy: 0.9392 - iou_score: 0.2885Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 29s - loss: 0.9231 - accuracy: 0.9395 - iou_score: 0.2888Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 28s - loss: 0.9231 - accuracy: 0.9396 - iou_score: 0.2885Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.9231 - accuracy: 0.9397 - iou_score: 0.2883Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.9233 - accuracy: 0.9388 - iou_score: 0.2881Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.9233 - accuracy: 0.9390 - iou_score: 0.2880Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.9231 - accuracy: 0.9394 - iou_score: 0.2882Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.9230 - accuracy: 0.9398 - iou_score: 0.2883Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.9228 - accuracy: 0.9401 - iou_score: 0.2882Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.9227 - accuracy: 0.9403 - iou_score: 0.2879Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 19s - loss: 0.9225 - accuracy: 0.9406 - iou_score: 0.2885Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.9224 - accuracy: 0.9409 - iou_score: 0.2892Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.9223 - accuracy: 0.9410 - iou_score: 0.2899Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.9222 - accuracy: 0.9413 - iou_score: 0.2903Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.9221 - accuracy: 0.9417 - iou_score: 0.2903Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.9221 - accuracy: 0.9416 - iou_score: 0.2904Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.9219 - accuracy: 0.9419 - iou_score: 0.2907Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.9219 - accuracy: 0.9419 - iou_score: 0.2907Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.9218 - accuracy: 0.9421 - iou_score: 0.2908Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.9221 - accuracy: 0.9422 - iou_score: 0.2904 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.9221 - accuracy: 0.9425 - iou_score: 0.2903Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.9221 - accuracy: 0.9426 - iou_score: 0.2902Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.9220 - accuracy: 0.9429 - iou_score: 0.2902Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.9219 - accuracy: 0.9433 - iou_score: 0.2900Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.9218 - accuracy: 0.9435 - iou_score: 0.2904Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.9216 - accuracy: 0.9439 - iou_score: 0.2905Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.9215 - accuracy: 0.9439 - iou_score: 0.2911Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.9214 - accuracy: 0.9439 - iou_score: 0.2916Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 157s 1s/step - loss: 0.9214 - accuracy: 0.9439 - iou_score: 0.2916 - val_loss: 0.9303 - val_accuracy: 0.8816 - val_iou_score: 0.3027
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 4/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:22 - loss: 0.9139 - accuracy: 0.9782 - iou_score: 0.3265Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:22 - loss: 0.9039 - accuracy: 0.9734 - iou_score: 0.3338Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:21 - loss: 0.9038 - accuracy: 0.9738 - iou_score: 0.3230Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:19 - loss: 0.9049 - accuracy: 0.9748 - iou_score: 0.3251Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:18 - loss: 0.9035 - accuracy: 0.9771 - iou_score: 0.3427Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:17 - loss: 0.9019 - accuracy: 0.9766 - iou_score: 0.3399Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.9040 - accuracy: 0.9770 - iou_score: 0.3361Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:15 - loss: 0.9029 - accuracy: 0.9754 - iou_score: 0.3393Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:14 - loss: 0.9033 - accuracy: 0.9719 - iou_score: 0.3394Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:13 - loss: 0.9054 - accuracy: 0.9730 - iou_score: 0.3302Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:12 - loss: 0.9054 - accuracy: 0.9727 - iou_score: 0.3276Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:10 - loss: 0.9054 - accuracy: 0.9718 - iou_score: 0.3326Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:09 - loss: 0.9067 - accuracy: 0.9676 - iou_score: 0.3295Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:08 - loss: 0.9064 - accuracy: 0.9661 - iou_score: 0.3315Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:07 - loss: 0.9059 - accuracy: 0.9672 - iou_score: 0.3357Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:06 - loss: 0.9054 - accuracy: 0.9669 - iou_score: 0.3386Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:05 - loss: 0.9066 - accuracy: 0.9603 - iou_score: 0.3348Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:04 - loss: 0.9096 - accuracy: 0.9584 - iou_score: 0.3299Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:03 - loss: 0.9111 - accuracy: 0.9579 - iou_score: 0.3257Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:01 - loss: 0.9119 - accuracy: 0.9576 - iou_score: 0.3227Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:00 - loss: 0.9129 - accuracy: 0.9589 - iou_score: 0.3203Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 1:59 - loss: 0.9132 - accuracy: 0.9580 - iou_score: 0.3174Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:58 - loss: 0.9130 - accuracy: 0.9574 - iou_score: 0.3178Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.9135 - accuracy: 0.9554 - iou_score: 0.3172Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:56 - loss: 0.9132 - accuracy: 0.9551 - iou_score: 0.3190Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:55 - loss: 0.9143 - accuracy: 0.9512 - iou_score: 0.3161Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:53 - loss: 0.9152 - accuracy: 0.9465 - iou_score: 0.3134Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:52 - loss: 0.9151 - accuracy: 0.9471 - iou_score: 0.3132Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:51 - loss: 0.9153 - accuracy: 0.9453 - iou_score: 0.3121Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:50 - loss: 0.9151 - accuracy: 0.9463 - iou_score: 0.3110Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:49 - loss: 0.9152 - accuracy: 0.9476 - iou_score: 0.3104Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:48 - loss: 0.9162 - accuracy: 0.9477 - iou_score: 0.3089Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.9163 - accuracy: 0.9480 - iou_score: 0.3088Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:46 - loss: 0.9166 - accuracy: 0.9486 - iou_score: 0.3084Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:45 - loss: 0.9170 - accuracy: 0.9487 - iou_score: 0.3077Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:43 - loss: 0.9166 - accuracy: 0.9489 - iou_score: 0.3078Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:42 - loss: 0.9163 - accuracy: 0.9493 - iou_score: 0.3074Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:41 - loss: 0.9162 - accuracy: 0.9494 - iou_score: 0.3074Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:40 - loss: 0.9161 - accuracy: 0.9498 - iou_score: 0.3086Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:39 - loss: 0.9167 - accuracy: 0.9480 - iou_score: 0.3068Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.9170 - accuracy: 0.9480 - iou_score: 0.3056Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:37 - loss: 0.9168 - accuracy: 0.9486 - iou_score: 0.3063Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:36 - loss: 0.9164 - accuracy: 0.9492 - iou_score: 0.3081Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:35 - loss: 0.9165 - accuracy: 0.9495 - iou_score: 0.3067Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:33 - loss: 0.9171 - accuracy: 0.9498 - iou_score: 0.3052Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:32 - loss: 0.9167 - accuracy: 0.9503 - iou_score: 0.3057Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:31 - loss: 0.9163 - accuracy: 0.9503 - iou_score: 0.3068Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:30 - loss: 0.9163 - accuracy: 0.9502 - iou_score: 0.3070Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.9162 - accuracy: 0.9506 - iou_score: 0.3068Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.9161 - accuracy: 0.9502 - iou_score: 0.3065Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:27 - loss: 0.9160 - accuracy: 0.9500 - iou_score: 0.3067Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:26 - loss: 0.9158 - accuracy: 0.9502 - iou_score: 0.3076Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:24 - loss: 0.9155 - accuracy: 0.9504 - iou_score: 0.3090Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:23 - loss: 0.9155 - accuracy: 0.9502 - iou_score: 0.3086Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:22 - loss: 0.9156 - accuracy: 0.9500 - iou_score: 0.3076Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:21 - loss: 0.9157 - accuracy: 0.9500 - iou_score: 0.3070Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.9160 - accuracy: 0.9486 - iou_score: 0.3065Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.9159 - accuracy: 0.9491 - iou_score: 0.3073Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.9157 - accuracy: 0.9489 - iou_score: 0.3076Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:17 - loss: 0.9156 - accuracy: 0.9487 - iou_score: 0.3071Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:15 - loss: 0.9154 - accuracy: 0.9491 - iou_score: 0.3079Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:14 - loss: 0.9151 - accuracy: 0.9490 - iou_score: 0.3081Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:13 - loss: 0.9151 - accuracy: 0.9489 - iou_score: 0.3076Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:12 - loss: 0.9152 - accuracy: 0.9489 - iou_score: 0.3070Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.9154 - accuracy: 0.9490 - iou_score: 0.3061Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.9154 - accuracy: 0.9490 - iou_score: 0.3054Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.9162 - accuracy: 0.9491 - iou_score: 0.3045Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.9164 - accuracy: 0.9492 - iou_score: 0.3039Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:07 - loss: 0.9169 - accuracy: 0.9496 - iou_score: 0.3031Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:05 - loss: 0.9171 - accuracy: 0.9500 - iou_score: 0.3024Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:04 - loss: 0.9171 - accuracy: 0.9497 - iou_score: 0.3021Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:03 - loss: 0.9170 - accuracy: 0.9497 - iou_score: 0.3020Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.9168 - accuracy: 0.9494 - iou_score: 0.3023Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.9168 - accuracy: 0.9489 - iou_score: 0.3021Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.9170 - accuracy: 0.9481 - iou_score: 0.3013Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.9172 - accuracy: 0.9471 - iou_score: 0.3004 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 58s - loss: 0.9174 - accuracy: 0.9465 - iou_score: 0.3008Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 56s - loss: 0.9173 - accuracy: 0.9466 - iou_score: 0.3008Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 55s - loss: 0.9174 - accuracy: 0.9458 - iou_score: 0.3003Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 54s - loss: 0.9174 - accuracy: 0.9456 - iou_score: 0.2998Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.9174 - accuracy: 0.9454 - iou_score: 0.2992Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.9174 - accuracy: 0.9459 - iou_score: 0.2992Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.9170 - accuracy: 0.9459 - iou_score: 0.2998Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.9169 - accuracy: 0.9456 - iou_score: 0.3001Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.9168 - accuracy: 0.9459 - iou_score: 0.3006Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 48s - loss: 0.9167 - accuracy: 0.9463 - iou_score: 0.3012Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 46s - loss: 0.9166 - accuracy: 0.9463 - iou_score: 0.3015Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 45s - loss: 0.9164 - accuracy: 0.9463 - iou_score: 0.3019Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.9162 - accuracy: 0.9466 - iou_score: 0.3024Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.9160 - accuracy: 0.9470 - iou_score: 0.3030Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.9161 - accuracy: 0.9469 - iou_score: 0.3028Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.9159 - accuracy: 0.9470 - iou_score: 0.3031Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.9158 - accuracy: 0.9470 - iou_score: 0.3031Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.9159 - accuracy: 0.9463 - iou_score: 0.3028Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 37s - loss: 0.9162 - accuracy: 0.9463 - iou_score: 0.3021Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 36s - loss: 0.9162 - accuracy: 0.9461 - iou_score: 0.3022Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.9162 - accuracy: 0.9462 - iou_score: 0.3021Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.9161 - accuracy: 0.9461 - iou_score: 0.3024Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.9162 - accuracy: 0.9458 - iou_score: 0.3021Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.9163 - accuracy: 0.9462 - iou_score: 0.3020Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.9163 - accuracy: 0.9454 - iou_score: 0.3019Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.9163 - accuracy: 0.9456 - iou_score: 0.3021Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 29s - loss: 0.9162 - accuracy: 0.9458 - iou_score: 0.3025Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 27s - loss: 0.9162 - accuracy: 0.9457 - iou_score: 0.3022Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.9162 - accuracy: 0.9457 - iou_score: 0.3024Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.9165 - accuracy: 0.9447 - iou_score: 0.3019Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.9165 - accuracy: 0.9449 - iou_score: 0.3017Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.9164 - accuracy: 0.9451 - iou_score: 0.3021Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.9164 - accuracy: 0.9454 - iou_score: 0.3019Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.9162 - accuracy: 0.9457 - iou_score: 0.3020Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.9162 - accuracy: 0.9458 - iou_score: 0.3017Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 18s - loss: 0.9160 - accuracy: 0.9461 - iou_score: 0.3019Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.9159 - accuracy: 0.9463 - iou_score: 0.3026Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.9159 - accuracy: 0.9463 - iou_score: 0.3026Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.9158 - accuracy: 0.9465 - iou_score: 0.3030Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.9158 - accuracy: 0.9468 - iou_score: 0.3039Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.9159 - accuracy: 0.9464 - iou_score: 0.3038Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.9157 - accuracy: 0.9466 - iou_score: 0.3044Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.9157 - accuracy: 0.9465 - iou_score: 0.3047Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.9157 - accuracy: 0.9465 - iou_score: 0.3047Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.9158 - accuracy: 0.9466 - iou_score: 0.3044 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.9158 - accuracy: 0.9469 - iou_score: 0.3044Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.9158 - accuracy: 0.9470 - iou_score: 0.3043Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.9157 - accuracy: 0.9473 - iou_score: 0.3045Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.9157 - accuracy: 0.9476 - iou_score: 0.3044Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.9156 - accuracy: 0.9478 - iou_score: 0.3048Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.9154 - accuracy: 0.9481 - iou_score: 0.3048Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.9152 - accuracy: 0.9481 - iou_score: 0.3052Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.9151 - accuracy: 0.9481 - iou_score: 0.3061Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 156s 1s/step - loss: 0.9151 - accuracy: 0.9481 - iou_score: 0.3061 - val_loss: 0.9235 - val_accuracy: 0.8837 - val_iou_score: 0.3272
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 5/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:22 - loss: 0.9132 - accuracy: 0.9747 - iou_score: 0.3181Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:18 - loss: 0.8969 - accuracy: 0.9714 - iou_score: 0.3585Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:19 - loss: 0.8961 - accuracy: 0.9733 - iou_score: 0.3519Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:18 - loss: 0.8979 - accuracy: 0.9738 - iou_score: 0.3548Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:17 - loss: 0.8975 - accuracy: 0.9760 - iou_score: 0.3685Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:16 - loss: 0.8952 - accuracy: 0.9760 - iou_score: 0.3689Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.8964 - accuracy: 0.9770 - iou_score: 0.3677Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:14 - loss: 0.8952 - accuracy: 0.9753 - iou_score: 0.3737Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:13 - loss: 0.8954 - accuracy: 0.9723 - iou_score: 0.3740Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:12 - loss: 0.8968 - accuracy: 0.9734 - iou_score: 0.3655Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:11 - loss: 0.8959 - accuracy: 0.9733 - iou_score: 0.3674Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:10 - loss: 0.8964 - accuracy: 0.9727 - iou_score: 0.3693Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:09 - loss: 0.8971 - accuracy: 0.9690 - iou_score: 0.3698Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:08 - loss: 0.8970 - accuracy: 0.9673 - iou_score: 0.3716Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:07 - loss: 0.8969 - accuracy: 0.9683 - iou_score: 0.3745Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:06 - loss: 0.8960 - accuracy: 0.9680 - iou_score: 0.3799Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:04 - loss: 0.8970 - accuracy: 0.9620 - iou_score: 0.3775Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:03 - loss: 0.8990 - accuracy: 0.9601 - iou_score: 0.3739Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:02 - loss: 0.9004 - accuracy: 0.9596 - iou_score: 0.3685Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:01 - loss: 0.9012 - accuracy: 0.9594 - iou_score: 0.3652Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:00 - loss: 0.9025 - accuracy: 0.9606 - iou_score: 0.3610Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 1:59 - loss: 0.9028 - accuracy: 0.9594 - iou_score: 0.3589Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:58 - loss: 0.9020 - accuracy: 0.9592 - iou_score: 0.3621Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.9020 - accuracy: 0.9580 - iou_score: 0.3638Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:56 - loss: 0.9018 - accuracy: 0.9572 - iou_score: 0.3667Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:55 - loss: 0.9027 - accuracy: 0.9536 - iou_score: 0.3654Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:54 - loss: 0.9037 - accuracy: 0.9493 - iou_score: 0.3623Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:52 - loss: 0.9036 - accuracy: 0.9496 - iou_score: 0.3630Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:51 - loss: 0.9038 - accuracy: 0.9477 - iou_score: 0.3614Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:50 - loss: 0.9037 - accuracy: 0.9487 - iou_score: 0.3603Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:49 - loss: 0.9049 - accuracy: 0.9498 - iou_score: 0.3570Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:48 - loss: 0.9062 - accuracy: 0.9499 - iou_score: 0.3541Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.9064 - accuracy: 0.9501 - iou_score: 0.3532Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:46 - loss: 0.9067 - accuracy: 0.9505 - iou_score: 0.3515Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:45 - loss: 0.9066 - accuracy: 0.9508 - iou_score: 0.3516Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:44 - loss: 0.9059 - accuracy: 0.9510 - iou_score: 0.3543Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:42 - loss: 0.9053 - accuracy: 0.9512 - iou_score: 0.3568Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:41 - loss: 0.9052 - accuracy: 0.9509 - iou_score: 0.3571Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:40 - loss: 0.9054 - accuracy: 0.9510 - iou_score: 0.3558Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:39 - loss: 0.9060 - accuracy: 0.9492 - iou_score: 0.3542Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.9059 - accuracy: 0.9492 - iou_score: 0.3551Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:37 - loss: 0.9058 - accuracy: 0.9498 - iou_score: 0.3555Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:36 - loss: 0.9055 - accuracy: 0.9503 - iou_score: 0.3561Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:35 - loss: 0.9059 - accuracy: 0.9507 - iou_score: 0.3548Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:34 - loss: 0.9067 - accuracy: 0.9510 - iou_score: 0.3526Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:32 - loss: 0.9061 - accuracy: 0.9515 - iou_score: 0.3537Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:31 - loss: 0.9055 - accuracy: 0.9515 - iou_score: 0.3560Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:30 - loss: 0.9056 - accuracy: 0.9515 - iou_score: 0.3554Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.9053 - accuracy: 0.9518 - iou_score: 0.3567Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.9052 - accuracy: 0.9508 - iou_score: 0.3570Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:27 - loss: 0.9054 - accuracy: 0.9504 - iou_score: 0.3572Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:26 - loss: 0.9055 - accuracy: 0.9502 - iou_score: 0.3571Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:25 - loss: 0.9052 - accuracy: 0.9502 - iou_score: 0.3586Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:23 - loss: 0.9050 - accuracy: 0.9502 - iou_score: 0.3590Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:22 - loss: 0.9052 - accuracy: 0.9500 - iou_score: 0.3583Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:21 - loss: 0.9050 - accuracy: 0.9500 - iou_score: 0.3588Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.9055 - accuracy: 0.9487 - iou_score: 0.3573Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.9054 - accuracy: 0.9492 - iou_score: 0.3573Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.9050 - accuracy: 0.9491 - iou_score: 0.3579Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:17 - loss: 0.9048 - accuracy: 0.9492 - iou_score: 0.3586Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:16 - loss: 0.9048 - accuracy: 0.9493 - iou_score: 0.3583Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:15 - loss: 0.9044 - accuracy: 0.9493 - iou_score: 0.3592Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:13 - loss: 0.9043 - accuracy: 0.9489 - iou_score: 0.3602Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:12 - loss: 0.9045 - accuracy: 0.9484 - iou_score: 0.3591Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.9044 - accuracy: 0.9485 - iou_score: 0.3592Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.9042 - accuracy: 0.9487 - iou_score: 0.3605Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.9049 - accuracy: 0.9489 - iou_score: 0.3591Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.9052 - accuracy: 0.9489 - iou_score: 0.3585Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:07 - loss: 0.9057 - accuracy: 0.9494 - iou_score: 0.3571Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:06 - loss: 0.9059 - accuracy: 0.9497 - iou_score: 0.3565Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:04 - loss: 0.9058 - accuracy: 0.9494 - iou_score: 0.3570Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:03 - loss: 0.9055 - accuracy: 0.9494 - iou_score: 0.3577Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.9055 - accuracy: 0.9488 - iou_score: 0.3582Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.9054 - accuracy: 0.9481 - iou_score: 0.3584Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.9057 - accuracy: 0.9473 - iou_score: 0.3573Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.9058 - accuracy: 0.9466 - iou_score: 0.3570 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 58s - loss: 0.9060 - accuracy: 0.9462 - iou_score: 0.3562Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 57s - loss: 0.9060 - accuracy: 0.9463 - iou_score: 0.3562Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 55s - loss: 0.9063 - accuracy: 0.9457 - iou_score: 0.3554Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 54s - loss: 0.9065 - accuracy: 0.9456 - iou_score: 0.3554Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.9065 - accuracy: 0.9454 - iou_score: 0.3557Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.9063 - accuracy: 0.9459 - iou_score: 0.3560Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.9059 - accuracy: 0.9461 - iou_score: 0.3581Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.9058 - accuracy: 0.9456 - iou_score: 0.3584Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.9055 - accuracy: 0.9460 - iou_score: 0.3597Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 48s - loss: 0.9053 - accuracy: 0.9464 - iou_score: 0.3607Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 47s - loss: 0.9052 - accuracy: 0.9465 - iou_score: 0.3613Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 45s - loss: 0.9050 - accuracy: 0.9465 - iou_score: 0.3618Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.9047 - accuracy: 0.9469 - iou_score: 0.3625Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.9045 - accuracy: 0.9473 - iou_score: 0.3629Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.9045 - accuracy: 0.9473 - iou_score: 0.3628Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.9042 - accuracy: 0.9474 - iou_score: 0.3635Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.9042 - accuracy: 0.9473 - iou_score: 0.3636Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.9043 - accuracy: 0.9464 - iou_score: 0.3630Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 38s - loss: 0.9048 - accuracy: 0.9463 - iou_score: 0.3618Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 36s - loss: 0.9047 - accuracy: 0.9462 - iou_score: 0.3617Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.9047 - accuracy: 0.9464 - iou_score: 0.3618Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.9047 - accuracy: 0.9464 - iou_score: 0.3614Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.9049 - accuracy: 0.9461 - iou_score: 0.3612Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.9049 - accuracy: 0.9466 - iou_score: 0.3608Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.9050 - accuracy: 0.9455 - iou_score: 0.3608Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.9051 - accuracy: 0.9456 - iou_score: 0.3606Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 29s - loss: 0.9050 - accuracy: 0.9457 - iou_score: 0.3615Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 27s - loss: 0.9050 - accuracy: 0.9456 - iou_score: 0.3609Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.9051 - accuracy: 0.9456 - iou_score: 0.3610Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.9054 - accuracy: 0.9446 - iou_score: 0.3602Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.9054 - accuracy: 0.9448 - iou_score: 0.3601Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.9052 - accuracy: 0.9450 - iou_score: 0.3607Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.9053 - accuracy: 0.9454 - iou_score: 0.3601Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.9051 - accuracy: 0.9457 - iou_score: 0.3608Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.9051 - accuracy: 0.9459 - iou_score: 0.3606Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 19s - loss: 0.9049 - accuracy: 0.9461 - iou_score: 0.3609Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.9048 - accuracy: 0.9463 - iou_score: 0.3614Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.9048 - accuracy: 0.9463 - iou_score: 0.3615Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.9048 - accuracy: 0.9464 - iou_score: 0.3617Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.9047 - accuracy: 0.9467 - iou_score: 0.3624Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.9048 - accuracy: 0.9462 - iou_score: 0.3623Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.9047 - accuracy: 0.9464 - iou_score: 0.3628Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.9046 - accuracy: 0.9462 - iou_score: 0.3630Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.9047 - accuracy: 0.9463 - iou_score: 0.3624Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.9047 - accuracy: 0.9463 - iou_score: 0.3623 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.9048 - accuracy: 0.9466 - iou_score: 0.3618Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.9048 - accuracy: 0.9468 - iou_score: 0.3619Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.9046 - accuracy: 0.9471 - iou_score: 0.3622Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.9046 - accuracy: 0.9474 - iou_score: 0.3621Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.9045 - accuracy: 0.9476 - iou_score: 0.3622Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.9042 - accuracy: 0.9479 - iou_score: 0.3626Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.9041 - accuracy: 0.9480 - iou_score: 0.3628Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.9041 - accuracy: 0.9478 - iou_score: 0.3629Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 157s 1s/step - loss: 0.9041 - accuracy: 0.9478 - iou_score: 0.3629 - val_loss: 0.9171 - val_accuracy: 0.8638 - val_iou_score: 0.3418
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 6/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:22 - loss: 0.9105 - accuracy: 0.9691 - iou_score: 0.3312Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:21 - loss: 0.8886 - accuracy: 0.9681 - iou_score: 0.3974Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:20 - loss: 0.8844 - accuracy: 0.9716 - iou_score: 0.4194Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:19 - loss: 0.8867 - accuracy: 0.9706 - iou_score: 0.4241Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:18 - loss: 0.8862 - accuracy: 0.9731 - iou_score: 0.4273Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:17 - loss: 0.8836 - accuracy: 0.9738 - iou_score: 0.4314Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.8843 - accuracy: 0.9750 - iou_score: 0.4309Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:14 - loss: 0.8833 - accuracy: 0.9734 - iou_score: 0.4325Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:13 - loss: 0.8836 - accuracy: 0.9707 - iou_score: 0.4303Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:12 - loss: 0.8844 - accuracy: 0.9721 - iou_score: 0.4249Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:11 - loss: 0.8823 - accuracy: 0.9724 - iou_score: 0.4309Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:10 - loss: 0.8829 - accuracy: 0.9716 - iou_score: 0.4312Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:09 - loss: 0.8838 - accuracy: 0.9673 - iou_score: 0.4301Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:08 - loss: 0.8839 - accuracy: 0.9652 - iou_score: 0.4306Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:07 - loss: 0.8838 - accuracy: 0.9663 - iou_score: 0.4328Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:05 - loss: 0.8823 - accuracy: 0.9663 - iou_score: 0.4388Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:04 - loss: 0.8832 - accuracy: 0.9616 - iou_score: 0.4363Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:03 - loss: 0.8850 - accuracy: 0.9599 - iou_score: 0.4318Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:02 - loss: 0.8859 - accuracy: 0.9597 - iou_score: 0.4268Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:01 - loss: 0.8865 - accuracy: 0.9597 - iou_score: 0.4242Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:00 - loss: 0.8884 - accuracy: 0.9608 - iou_score: 0.4184Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 1:59 - loss: 0.8895 - accuracy: 0.9588 - iou_score: 0.4143Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:58 - loss: 0.8884 - accuracy: 0.9587 - iou_score: 0.4184Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.8878 - accuracy: 0.9582 - iou_score: 0.4217Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:55 - loss: 0.8880 - accuracy: 0.9565 - iou_score: 0.4213Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:54 - loss: 0.8887 - accuracy: 0.9544 - iou_score: 0.4197Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:53 - loss: 0.8898 - accuracy: 0.9514 - iou_score: 0.4153Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:52 - loss: 0.8899 - accuracy: 0.9516 - iou_score: 0.4149Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:51 - loss: 0.8899 - accuracy: 0.9506 - iou_score: 0.4146Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:50 - loss: 0.8902 - accuracy: 0.9516 - iou_score: 0.4123Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:49 - loss: 0.8917 - accuracy: 0.9525 - iou_score: 0.4077Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:48 - loss: 0.8933 - accuracy: 0.9525 - iou_score: 0.4041Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.8935 - accuracy: 0.9527 - iou_score: 0.4031Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:45 - loss: 0.8944 - accuracy: 0.9529 - iou_score: 0.4001Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:44 - loss: 0.8945 - accuracy: 0.9529 - iou_score: 0.3996Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:43 - loss: 0.8944 - accuracy: 0.9526 - iou_score: 0.3996Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:42 - loss: 0.8944 - accuracy: 0.9524 - iou_score: 0.3991Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:41 - loss: 0.8946 - accuracy: 0.9517 - iou_score: 0.3981Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:40 - loss: 0.8951 - accuracy: 0.9516 - iou_score: 0.3959Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:39 - loss: 0.8956 - accuracy: 0.9504 - iou_score: 0.3949Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.8952 - accuracy: 0.9507 - iou_score: 0.3964Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:37 - loss: 0.8952 - accuracy: 0.9514 - iou_score: 0.3959Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:35 - loss: 0.8948 - accuracy: 0.9519 - iou_score: 0.3969Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:34 - loss: 0.8953 - accuracy: 0.9522 - iou_score: 0.3956Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:33 - loss: 0.8961 - accuracy: 0.9525 - iou_score: 0.3931Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:32 - loss: 0.8953 - accuracy: 0.9531 - iou_score: 0.3953Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:31 - loss: 0.8944 - accuracy: 0.9531 - iou_score: 0.3991Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:30 - loss: 0.8947 - accuracy: 0.9523 - iou_score: 0.3977Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.8947 - accuracy: 0.9522 - iou_score: 0.3977Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.8950 - accuracy: 0.9510 - iou_score: 0.3965Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:27 - loss: 0.8952 - accuracy: 0.9507 - iou_score: 0.3969Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:25 - loss: 0.8953 - accuracy: 0.9509 - iou_score: 0.3967Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:24 - loss: 0.8950 - accuracy: 0.9511 - iou_score: 0.3978Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:23 - loss: 0.8953 - accuracy: 0.9510 - iou_score: 0.3974Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:22 - loss: 0.8958 - accuracy: 0.9511 - iou_score: 0.3958Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:21 - loss: 0.8956 - accuracy: 0.9513 - iou_score: 0.3953Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.8960 - accuracy: 0.9507 - iou_score: 0.3942Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.8959 - accuracy: 0.9512 - iou_score: 0.3943Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.8956 - accuracy: 0.9512 - iou_score: 0.3948Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:16 - loss: 0.8952 - accuracy: 0.9512 - iou_score: 0.3958Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:15 - loss: 0.8954 - accuracy: 0.9511 - iou_score: 0.3948Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:14 - loss: 0.8951 - accuracy: 0.9510 - iou_score: 0.3953Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:13 - loss: 0.8954 - accuracy: 0.9497 - iou_score: 0.3953Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:12 - loss: 0.8960 - accuracy: 0.9481 - iou_score: 0.3932Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.8959 - accuracy: 0.9483 - iou_score: 0.3937Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.8958 - accuracy: 0.9483 - iou_score: 0.3944Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.8965 - accuracy: 0.9485 - iou_score: 0.3929Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.8968 - accuracy: 0.9485 - iou_score: 0.3918Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:06 - loss: 0.8974 - accuracy: 0.9490 - iou_score: 0.3898Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:05 - loss: 0.8976 - accuracy: 0.9494 - iou_score: 0.3889Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:04 - loss: 0.8979 - accuracy: 0.9490 - iou_score: 0.3888Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:03 - loss: 0.8979 - accuracy: 0.9489 - iou_score: 0.3885Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.8979 - accuracy: 0.9486 - iou_score: 0.3886Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.8979 - accuracy: 0.9480 - iou_score: 0.3887Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.8982 - accuracy: 0.9478 - iou_score: 0.3875Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.8983 - accuracy: 0.9474 - iou_score: 0.3871 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 57s - loss: 0.8986 - accuracy: 0.9468 - iou_score: 0.3859Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 56s - loss: 0.8987 - accuracy: 0.9468 - iou_score: 0.3854Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 55s - loss: 0.8991 - accuracy: 0.9455 - iou_score: 0.3842Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 54s - loss: 0.8992 - accuracy: 0.9452 - iou_score: 0.3839Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.8993 - accuracy: 0.9448 - iou_score: 0.3835Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.8993 - accuracy: 0.9452 - iou_score: 0.3836Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.8988 - accuracy: 0.9454 - iou_score: 0.3853Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.8988 - accuracy: 0.9450 - iou_score: 0.3856Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.8985 - accuracy: 0.9454 - iou_score: 0.3868Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 47s - loss: 0.8982 - accuracy: 0.9459 - iou_score: 0.3877Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 46s - loss: 0.8981 - accuracy: 0.9461 - iou_score: 0.3881Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 45s - loss: 0.8982 - accuracy: 0.9460 - iou_score: 0.3884Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.8979 - accuracy: 0.9464 - iou_score: 0.3889Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.8978 - accuracy: 0.9468 - iou_score: 0.3890Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.8981 - accuracy: 0.9467 - iou_score: 0.3885Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.8979 - accuracy: 0.9470 - iou_score: 0.3888Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.8976 - accuracy: 0.9471 - iou_score: 0.3894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.8977 - accuracy: 0.9465 - iou_score: 0.3890Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 37s - loss: 0.8982 - accuracy: 0.9464 - iou_score: 0.3877Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 36s - loss: 0.8982 - accuracy: 0.9459 - iou_score: 0.3875Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.8981 - accuracy: 0.9461 - iou_score: 0.3879Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.8979 - accuracy: 0.9459 - iou_score: 0.3884Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.8981 - accuracy: 0.9454 - iou_score: 0.3881Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.8980 - accuracy: 0.9458 - iou_score: 0.3882Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.8979 - accuracy: 0.9452 - iou_score: 0.3887Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.8978 - accuracy: 0.9456 - iou_score: 0.3884Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 28s - loss: 0.8975 - accuracy: 0.9458 - iou_score: 0.3897Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 27s - loss: 0.8977 - accuracy: 0.9458 - iou_score: 0.3888Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.8975 - accuracy: 0.9459 - iou_score: 0.3894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.8978 - accuracy: 0.9449 - iou_score: 0.3885Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.8978 - accuracy: 0.9451 - iou_score: 0.3884Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.8975 - accuracy: 0.9454 - iou_score: 0.3894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.8976 - accuracy: 0.9457 - iou_score: 0.3890Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.8973 - accuracy: 0.9460 - iou_score: 0.3899Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.8973 - accuracy: 0.9462 - iou_score: 0.3896Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 18s - loss: 0.8971 - accuracy: 0.9465 - iou_score: 0.3902Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.8969 - accuracy: 0.9467 - iou_score: 0.3908Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.8969 - accuracy: 0.9467 - iou_score: 0.3909Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.8969 - accuracy: 0.9469 - iou_score: 0.3910Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.8968 - accuracy: 0.9471 - iou_score: 0.3917Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.8969 - accuracy: 0.9467 - iou_score: 0.3914Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.8968 - accuracy: 0.9469 - iou_score: 0.3918Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.8968 - accuracy: 0.9467 - iou_score: 0.3917Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.8970 - accuracy: 0.9466 - iou_score: 0.3909Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.8969 - accuracy: 0.9467 - iou_score: 0.3909 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.8969 - accuracy: 0.9470 - iou_score: 0.3907Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.8967 - accuracy: 0.9472 - iou_score: 0.3912Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.8965 - accuracy: 0.9475 - iou_score: 0.3918Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.8964 - accuracy: 0.9478 - iou_score: 0.3917Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.8963 - accuracy: 0.9481 - iou_score: 0.3919Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.8961 - accuracy: 0.9484 - iou_score: 0.3920Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.8960 - accuracy: 0.9485 - iou_score: 0.3923Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.8958 - accuracy: 0.9485 - iou_score: 0.3929Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 156s 1s/step - loss: 0.8958 - accuracy: 0.9485 - iou_score: 0.3929 - val_loss: 0.8961 - val_accuracy: 0.9222 - val_iou_score: 0.4011
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 7/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:22 - loss: 0.8927 - accuracy: 0.9831 - iou_score: 0.3768Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:21 - loss: 0.8777 - accuracy: 0.9750 - iou_score: 0.4308Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:20 - loss: 0.8718 - accuracy: 0.9772 - iou_score: 0.4556Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:19 - loss: 0.8718 - accuracy: 0.9771 - iou_score: 0.4632Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:18 - loss: 0.8738 - accuracy: 0.9777 - iou_score: 0.4581Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:17 - loss: 0.8706 - accuracy: 0.9779 - iou_score: 0.4696Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.8722 - accuracy: 0.9775 - iou_score: 0.4682Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:14 - loss: 0.8705 - accuracy: 0.9760 - iou_score: 0.4725Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:13 - loss: 0.8707 - accuracy: 0.9731 - iou_score: 0.4692Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:12 - loss: 0.8710 - accuracy: 0.9744 - iou_score: 0.4656Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:11 - loss: 0.8693 - accuracy: 0.9746 - iou_score: 0.4707Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:10 - loss: 0.8703 - accuracy: 0.9741 - iou_score: 0.4702Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:09 - loss: 0.8729 - accuracy: 0.9698 - iou_score: 0.4638Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:08 - loss: 0.8725 - accuracy: 0.9688 - iou_score: 0.4663Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:07 - loss: 0.8727 - accuracy: 0.9697 - iou_score: 0.4661Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:06 - loss: 0.8713 - accuracy: 0.9695 - iou_score: 0.4718Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:04 - loss: 0.8722 - accuracy: 0.9654 - iou_score: 0.4691Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:03 - loss: 0.8735 - accuracy: 0.9635 - iou_score: 0.4656Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:02 - loss: 0.8743 - accuracy: 0.9634 - iou_score: 0.4613Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:01 - loss: 0.8741 - accuracy: 0.9633 - iou_score: 0.4615Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:00 - loss: 0.8762 - accuracy: 0.9644 - iou_score: 0.4551Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 1:59 - loss: 0.8773 - accuracy: 0.9635 - iou_score: 0.4509Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:58 - loss: 0.8763 - accuracy: 0.9633 - iou_score: 0.4538Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.8753 - accuracy: 0.9630 - iou_score: 0.4572Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:55 - loss: 0.8756 - accuracy: 0.9622 - iou_score: 0.4556Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:54 - loss: 0.8756 - accuracy: 0.9618 - iou_score: 0.4558Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:53 - loss: 0.8766 - accuracy: 0.9602 - iou_score: 0.4516Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:52 - loss: 0.8764 - accuracy: 0.9604 - iou_score: 0.4521Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:51 - loss: 0.8765 - accuracy: 0.9596 - iou_score: 0.4514Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:50 - loss: 0.8767 - accuracy: 0.9603 - iou_score: 0.4496Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:49 - loss: 0.8774 - accuracy: 0.9611 - iou_score: 0.4466Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:48 - loss: 0.8786 - accuracy: 0.9609 - iou_score: 0.4435Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.8784 - accuracy: 0.9610 - iou_score: 0.4439Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:45 - loss: 0.8796 - accuracy: 0.9611 - iou_score: 0.4405Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:44 - loss: 0.8798 - accuracy: 0.9607 - iou_score: 0.4398Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:43 - loss: 0.8798 - accuracy: 0.9603 - iou_score: 0.4395Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:42 - loss: 0.8802 - accuracy: 0.9600 - iou_score: 0.4382Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:41 - loss: 0.8802 - accuracy: 0.9598 - iou_score: 0.4377Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:40 - loss: 0.8808 - accuracy: 0.9597 - iou_score: 0.4353Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:39 - loss: 0.8809 - accuracy: 0.9594 - iou_score: 0.4348Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.8808 - accuracy: 0.9598 - iou_score: 0.4354Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:36 - loss: 0.8817 - accuracy: 0.9601 - iou_score: 0.4327Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:35 - loss: 0.8816 - accuracy: 0.9604 - iou_score: 0.4331Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:34 - loss: 0.8819 - accuracy: 0.9607 - iou_score: 0.4322Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:33 - loss: 0.8827 - accuracy: 0.9608 - iou_score: 0.4295Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:32 - loss: 0.8819 - accuracy: 0.9612 - iou_score: 0.4317Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:31 - loss: 0.8811 - accuracy: 0.9613 - iou_score: 0.4350Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:30 - loss: 0.8813 - accuracy: 0.9610 - iou_score: 0.4343Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.8813 - accuracy: 0.9607 - iou_score: 0.4341Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.8820 - accuracy: 0.9587 - iou_score: 0.4329Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:26 - loss: 0.8824 - accuracy: 0.9581 - iou_score: 0.4322Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:25 - loss: 0.8828 - accuracy: 0.9577 - iou_score: 0.4307Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:24 - loss: 0.8829 - accuracy: 0.9575 - iou_score: 0.4306Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:23 - loss: 0.8832 - accuracy: 0.9573 - iou_score: 0.4304Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:22 - loss: 0.8837 - accuracy: 0.9574 - iou_score: 0.4289Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:21 - loss: 0.8837 - accuracy: 0.9574 - iou_score: 0.4282Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.8842 - accuracy: 0.9568 - iou_score: 0.4270Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.8841 - accuracy: 0.9572 - iou_score: 0.4273Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.8837 - accuracy: 0.9572 - iou_score: 0.4284Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:16 - loss: 0.8835 - accuracy: 0.9572 - iou_score: 0.4292Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:15 - loss: 0.8837 - accuracy: 0.9571 - iou_score: 0.4281Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:14 - loss: 0.8836 - accuracy: 0.9569 - iou_score: 0.4280Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:13 - loss: 0.8840 - accuracy: 0.9558 - iou_score: 0.4277Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:12 - loss: 0.8848 - accuracy: 0.9545 - iou_score: 0.4252Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.8845 - accuracy: 0.9546 - iou_score: 0.4259Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.8848 - accuracy: 0.9545 - iou_score: 0.4259Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.8854 - accuracy: 0.9547 - iou_score: 0.4243Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.8859 - accuracy: 0.9546 - iou_score: 0.4226Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:06 - loss: 0.8864 - accuracy: 0.9550 - iou_score: 0.4207Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:05 - loss: 0.8866 - accuracy: 0.9553 - iou_score: 0.4199Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:04 - loss: 0.8869 - accuracy: 0.9549 - iou_score: 0.4194Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:03 - loss: 0.8870 - accuracy: 0.9547 - iou_score: 0.4190Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.8871 - accuracy: 0.9543 - iou_score: 0.4189Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.8871 - accuracy: 0.9541 - iou_score: 0.4189Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.8875 - accuracy: 0.9540 - iou_score: 0.4175Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.8877 - accuracy: 0.9538 - iou_score: 0.4169 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 58s - loss: 0.8880 - accuracy: 0.9535 - iou_score: 0.4156Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 56s - loss: 0.8882 - accuracy: 0.9536 - iou_score: 0.4149Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 55s - loss: 0.8886 - accuracy: 0.9532 - iou_score: 0.4138Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 54s - loss: 0.8887 - accuracy: 0.9530 - iou_score: 0.4136Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.8887 - accuracy: 0.9530 - iou_score: 0.4138Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.8887 - accuracy: 0.9533 - iou_score: 0.4137Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.8883 - accuracy: 0.9535 - iou_score: 0.4153Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.8883 - accuracy: 0.9531 - iou_score: 0.4152Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.8881 - accuracy: 0.9534 - iou_score: 0.4163Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 47s - loss: 0.8878 - accuracy: 0.9538 - iou_score: 0.4172Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 46s - loss: 0.8880 - accuracy: 0.9538 - iou_score: 0.4169Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 45s - loss: 0.8881 - accuracy: 0.9537 - iou_score: 0.4171Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.8877 - accuracy: 0.9540 - iou_score: 0.4182Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.8876 - accuracy: 0.9543 - iou_score: 0.4182Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.8877 - accuracy: 0.9543 - iou_score: 0.4178Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.8874 - accuracy: 0.9544 - iou_score: 0.4185Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.8872 - accuracy: 0.9544 - iou_score: 0.4191Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.8873 - accuracy: 0.9539 - iou_score: 0.4188Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 37s - loss: 0.8879 - accuracy: 0.9539 - iou_score: 0.4172Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 36s - loss: 0.8879 - accuracy: 0.9536 - iou_score: 0.4173Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.8878 - accuracy: 0.9537 - iou_score: 0.4177Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.8874 - accuracy: 0.9538 - iou_score: 0.4187Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.8874 - accuracy: 0.9538 - iou_score: 0.4189Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.8874 - accuracy: 0.9541 - iou_score: 0.4188Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.8872 - accuracy: 0.9538 - iou_score: 0.4195Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.8870 - accuracy: 0.9541 - iou_score: 0.4196Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 29s - loss: 0.8867 - accuracy: 0.9543 - iou_score: 0.4208Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 27s - loss: 0.8869 - accuracy: 0.9541 - iou_score: 0.4200Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.8866 - accuracy: 0.9542 - iou_score: 0.4209Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.8869 - accuracy: 0.9535 - iou_score: 0.4199Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.8870 - accuracy: 0.9536 - iou_score: 0.4196Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.8867 - accuracy: 0.9538 - iou_score: 0.4202Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.8869 - accuracy: 0.9540 - iou_score: 0.4195Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.8866 - accuracy: 0.9543 - iou_score: 0.4202Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.8867 - accuracy: 0.9544 - iou_score: 0.4199Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 18s - loss: 0.8865 - accuracy: 0.9547 - iou_score: 0.4204Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.8863 - accuracy: 0.9548 - iou_score: 0.4210Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.8863 - accuracy: 0.9548 - iou_score: 0.4211Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.8863 - accuracy: 0.9548 - iou_score: 0.4211Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.8863 - accuracy: 0.9551 - iou_score: 0.4215Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.8864 - accuracy: 0.9548 - iou_score: 0.4214Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.8862 - accuracy: 0.9550 - iou_score: 0.4218Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.8863 - accuracy: 0.9549 - iou_score: 0.4213Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.8866 - accuracy: 0.9550 - iou_score: 0.4204Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.8867 - accuracy: 0.9550 - iou_score: 0.4202 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.8867 - accuracy: 0.9553 - iou_score: 0.4200Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.8865 - accuracy: 0.9554 - iou_score: 0.4204Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.8862 - accuracy: 0.9556 - iou_score: 0.4213Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.8860 - accuracy: 0.9559 - iou_score: 0.4217Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.8859 - accuracy: 0.9561 - iou_score: 0.4221Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.8856 - accuracy: 0.9563 - iou_score: 0.4228Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.8855 - accuracy: 0.9564 - iou_score: 0.4231Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.8853 - accuracy: 0.9564 - iou_score: 0.4235Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 156s 1s/step - loss: 0.8853 - accuracy: 0.9564 - iou_score: 0.4235 - val_loss: 0.8915 - val_accuracy: 0.9227 - val_iou_score: 0.4093
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 8/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:22 - loss: 0.8881 - accuracy: 0.9847 - iou_score: 0.3948Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:21 - loss: 0.8720 - accuracy: 0.9774 - iou_score: 0.4497Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:20 - loss: 0.8659 - accuracy: 0.9792 - iou_score: 0.4707Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:19 - loss: 0.8628 - accuracy: 0.9803 - iou_score: 0.4851Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:18 - loss: 0.8651 - accuracy: 0.9804 - iou_score: 0.4801Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:17 - loss: 0.8620 - accuracy: 0.9804 - iou_score: 0.4905Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.8615 - accuracy: 0.9811 - iou_score: 0.4921Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:15 - loss: 0.8613 - accuracy: 0.9785 - iou_score: 0.4919Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:14 - loss: 0.8619 - accuracy: 0.9750 - iou_score: 0.4896Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:12 - loss: 0.8627 - accuracy: 0.9761 - iou_score: 0.4852Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:11 - loss: 0.8606 - accuracy: 0.9761 - iou_score: 0.4915Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:10 - loss: 0.8615 - accuracy: 0.9756 - iou_score: 0.4909Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:09 - loss: 0.8620 - accuracy: 0.9730 - iou_score: 0.4897Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:08 - loss: 0.8616 - accuracy: 0.9721 - iou_score: 0.4918Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:07 - loss: 0.8619 - accuracy: 0.9729 - iou_score: 0.4916Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:06 - loss: 0.8607 - accuracy: 0.9726 - iou_score: 0.4960Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:05 - loss: 0.8621 - accuracy: 0.9692 - iou_score: 0.4919Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:04 - loss: 0.8634 - accuracy: 0.9675 - iou_score: 0.4883Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:02 - loss: 0.8644 - accuracy: 0.9674 - iou_score: 0.4838Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:01 - loss: 0.8642 - accuracy: 0.9664 - iou_score: 0.4844Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:00 - loss: 0.8670 - accuracy: 0.9669 - iou_score: 0.4753Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 1:59 - loss: 0.8682 - accuracy: 0.9665 - iou_score: 0.4709Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:58 - loss: 0.8673 - accuracy: 0.9663 - iou_score: 0.4736Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.8664 - accuracy: 0.9663 - iou_score: 0.4776Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:56 - loss: 0.8672 - accuracy: 0.9657 - iou_score: 0.4748Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:55 - loss: 0.8664 - accuracy: 0.9660 - iou_score: 0.4776Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:53 - loss: 0.8671 - accuracy: 0.9655 - iou_score: 0.4741Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:52 - loss: 0.8668 - accuracy: 0.9657 - iou_score: 0.4749Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:51 - loss: 0.8672 - accuracy: 0.9648 - iou_score: 0.4736Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:50 - loss: 0.8674 - accuracy: 0.9654 - iou_score: 0.4721Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:49 - loss: 0.8673 - accuracy: 0.9661 - iou_score: 0.4718Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:48 - loss: 0.8677 - accuracy: 0.9660 - iou_score: 0.4706Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.8675 - accuracy: 0.9660 - iou_score: 0.4712Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:46 - loss: 0.8686 - accuracy: 0.9660 - iou_score: 0.4677Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:45 - loss: 0.8690 - accuracy: 0.9657 - iou_score: 0.4664Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:43 - loss: 0.8686 - accuracy: 0.9658 - iou_score: 0.4677Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:42 - loss: 0.8684 - accuracy: 0.9659 - iou_score: 0.4679Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:41 - loss: 0.8683 - accuracy: 0.9658 - iou_score: 0.4677Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:40 - loss: 0.8690 - accuracy: 0.9658 - iou_score: 0.4654Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:39 - loss: 0.8691 - accuracy: 0.9657 - iou_score: 0.4649Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.8691 - accuracy: 0.9659 - iou_score: 0.4648Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:37 - loss: 0.8691 - accuracy: 0.9663 - iou_score: 0.4646Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:36 - loss: 0.8691 - accuracy: 0.9665 - iou_score: 0.4649Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:35 - loss: 0.8689 - accuracy: 0.9667 - iou_score: 0.4653Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:33 - loss: 0.8699 - accuracy: 0.9667 - iou_score: 0.4624Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:32 - loss: 0.8693 - accuracy: 0.9670 - iou_score: 0.4642Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:31 - loss: 0.8685 - accuracy: 0.9670 - iou_score: 0.4668Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:30 - loss: 0.8689 - accuracy: 0.9666 - iou_score: 0.4655Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.8691 - accuracy: 0.9662 - iou_score: 0.4650Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.8699 - accuracy: 0.9646 - iou_score: 0.4636Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:27 - loss: 0.8702 - accuracy: 0.9643 - iou_score: 0.4631Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:26 - loss: 0.8706 - accuracy: 0.9642 - iou_score: 0.4618Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:24 - loss: 0.8709 - accuracy: 0.9639 - iou_score: 0.4615Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:23 - loss: 0.8709 - accuracy: 0.9638 - iou_score: 0.4620Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:22 - loss: 0.8714 - accuracy: 0.9638 - iou_score: 0.4603Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:21 - loss: 0.8717 - accuracy: 0.9637 - iou_score: 0.4592Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.8723 - accuracy: 0.9633 - iou_score: 0.4576Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.8719 - accuracy: 0.9636 - iou_score: 0.4589Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.8716 - accuracy: 0.9636 - iou_score: 0.4599Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:17 - loss: 0.8713 - accuracy: 0.9635 - iou_score: 0.4608Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:15 - loss: 0.8716 - accuracy: 0.9636 - iou_score: 0.4596Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:14 - loss: 0.8717 - accuracy: 0.9632 - iou_score: 0.4592Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:13 - loss: 0.8719 - accuracy: 0.9628 - iou_score: 0.4588Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:12 - loss: 0.8725 - accuracy: 0.9626 - iou_score: 0.4568Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.8726 - accuracy: 0.9625 - iou_score: 0.4566Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.8727 - accuracy: 0.9625 - iou_score: 0.4569Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.8734 - accuracy: 0.9626 - iou_score: 0.4551Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.8740 - accuracy: 0.9624 - iou_score: 0.4529Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:07 - loss: 0.8745 - accuracy: 0.9627 - iou_score: 0.4511Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:05 - loss: 0.8745 - accuracy: 0.9629 - iou_score: 0.4510Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:04 - loss: 0.8748 - accuracy: 0.9624 - iou_score: 0.4502Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:03 - loss: 0.8750 - accuracy: 0.9622 - iou_score: 0.4496Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.8755 - accuracy: 0.9617 - iou_score: 0.4487Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.8755 - accuracy: 0.9615 - iou_score: 0.4485Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.8761 - accuracy: 0.9613 - iou_score: 0.4466Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.8763 - accuracy: 0.9612 - iou_score: 0.4463 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 58s - loss: 0.8766 - accuracy: 0.9611 - iou_score: 0.4452Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 56s - loss: 0.8770 - accuracy: 0.9612 - iou_score: 0.4441Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 55s - loss: 0.8775 - accuracy: 0.9609 - iou_score: 0.4426Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 54s - loss: 0.8778 - accuracy: 0.9606 - iou_score: 0.4420Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.8779 - accuracy: 0.9605 - iou_score: 0.4421Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.8780 - accuracy: 0.9608 - iou_score: 0.4417Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.8777 - accuracy: 0.9608 - iou_score: 0.4430Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.8779 - accuracy: 0.9603 - iou_score: 0.4424Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.8777 - accuracy: 0.9605 - iou_score: 0.4432Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 48s - loss: 0.8775 - accuracy: 0.9607 - iou_score: 0.4440Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 46s - loss: 0.8777 - accuracy: 0.9606 - iou_score: 0.4435Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 45s - loss: 0.8778 - accuracy: 0.9604 - iou_score: 0.4437Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.8774 - accuracy: 0.9607 - iou_score: 0.4448Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.8773 - accuracy: 0.9610 - iou_score: 0.4451Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.8773 - accuracy: 0.9608 - iou_score: 0.4450Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.8773 - accuracy: 0.9609 - iou_score: 0.4450Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.8770 - accuracy: 0.9610 - iou_score: 0.4460Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.8771 - accuracy: 0.9605 - iou_score: 0.4460Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 37s - loss: 0.8774 - accuracy: 0.9604 - iou_score: 0.4449Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 36s - loss: 0.8776 - accuracy: 0.9599 - iou_score: 0.4446Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.8774 - accuracy: 0.9599 - iou_score: 0.4450Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.8771 - accuracy: 0.9600 - iou_score: 0.4462Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.8770 - accuracy: 0.9600 - iou_score: 0.4468Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.8768 - accuracy: 0.9603 - iou_score: 0.4471Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.8767 - accuracy: 0.9602 - iou_score: 0.4477Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.8767 - accuracy: 0.9604 - iou_score: 0.4475Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 29s - loss: 0.8763 - accuracy: 0.9606 - iou_score: 0.4488Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 27s - loss: 0.8764 - accuracy: 0.9605 - iou_score: 0.4484Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.8762 - accuracy: 0.9605 - iou_score: 0.4491Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.8763 - accuracy: 0.9603 - iou_score: 0.4488Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.8763 - accuracy: 0.9604 - iou_score: 0.4485Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.8762 - accuracy: 0.9605 - iou_score: 0.4488Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.8763 - accuracy: 0.9607 - iou_score: 0.4483Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.8761 - accuracy: 0.9609 - iou_score: 0.4492Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.8761 - accuracy: 0.9610 - iou_score: 0.4490Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 18s - loss: 0.8759 - accuracy: 0.9612 - iou_score: 0.4497Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.8757 - accuracy: 0.9613 - iou_score: 0.4505Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.8756 - accuracy: 0.9614 - iou_score: 0.4510Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.8756 - accuracy: 0.9615 - iou_score: 0.4510Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.8755 - accuracy: 0.9617 - iou_score: 0.4516Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.8754 - accuracy: 0.9617 - iou_score: 0.4519Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.8755 - accuracy: 0.9619 - iou_score: 0.4515Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.8758 - accuracy: 0.9619 - iou_score: 0.4506Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.8762 - accuracy: 0.9619 - iou_score: 0.4494Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.8764 - accuracy: 0.9618 - iou_score: 0.4486 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.8764 - accuracy: 0.9620 - iou_score: 0.4485Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.8763 - accuracy: 0.9620 - iou_score: 0.4489Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.8761 - accuracy: 0.9622 - iou_score: 0.4495Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.8759 - accuracy: 0.9624 - iou_score: 0.4499Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.8758 - accuracy: 0.9625 - iou_score: 0.4504Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.8756 - accuracy: 0.9627 - iou_score: 0.4509Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.8755 - accuracy: 0.9627 - iou_score: 0.4510Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.8753 - accuracy: 0.9628 - iou_score: 0.4515Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 156s 1s/step - loss: 0.8753 - accuracy: 0.9628 - iou_score: 0.4515 - val_loss: 0.8777 - val_accuracy: 0.9493 - val_iou_score: 0.4426
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 9/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:23 - loss: 0.8801 - accuracy: 0.9878 - iou_score: 0.4120Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:21 - loss: 0.8642 - accuracy: 0.9805 - iou_score: 0.4704Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:20 - loss: 0.8600 - accuracy: 0.9815 - iou_score: 0.4843Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:19 - loss: 0.8573 - accuracy: 0.9825 - iou_score: 0.4951Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:18 - loss: 0.8593 - accuracy: 0.9824 - iou_score: 0.4907Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:17 - loss: 0.8548 - accuracy: 0.9827 - iou_score: 0.5083Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.8532 - accuracy: 0.9834 - iou_score: 0.5155Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:15 - loss: 0.8537 - accuracy: 0.9803 - iou_score: 0.5124Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:14 - loss: 0.8539 - accuracy: 0.9768 - iou_score: 0.5119Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:12 - loss: 0.8540 - accuracy: 0.9777 - iou_score: 0.5089Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:11 - loss: 0.8528 - accuracy: 0.9772 - iou_score: 0.5131Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:10 - loss: 0.8538 - accuracy: 0.9767 - iou_score: 0.5122Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:09 - loss: 0.8549 - accuracy: 0.9748 - iou_score: 0.5095Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:08 - loss: 0.8554 - accuracy: 0.9737 - iou_score: 0.5085Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:07 - loss: 0.8556 - accuracy: 0.9745 - iou_score: 0.5085Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:06 - loss: 0.8541 - accuracy: 0.9744 - iou_score: 0.5146Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:05 - loss: 0.8556 - accuracy: 0.9726 - iou_score: 0.5110Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:04 - loss: 0.8563 - accuracy: 0.9711 - iou_score: 0.5095Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:02 - loss: 0.8574 - accuracy: 0.9709 - iou_score: 0.5048Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:01 - loss: 0.8573 - accuracy: 0.9688 - iou_score: 0.5050Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:00 - loss: 0.8603 - accuracy: 0.9692 - iou_score: 0.4954Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 1:59 - loss: 0.8617 - accuracy: 0.9674 - iou_score: 0.4904Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:58 - loss: 0.8608 - accuracy: 0.9672 - iou_score: 0.4934Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.8599 - accuracy: 0.9670 - iou_score: 0.4972Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:56 - loss: 0.8594 - accuracy: 0.9668 - iou_score: 0.4988Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:55 - loss: 0.8586 - accuracy: 0.9670 - iou_score: 0.5017Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:53 - loss: 0.8597 - accuracy: 0.9668 - iou_score: 0.4974Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:52 - loss: 0.8602 - accuracy: 0.9671 - iou_score: 0.4956Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:51 - loss: 0.8602 - accuracy: 0.9667 - iou_score: 0.4959Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:50 - loss: 0.8605 - accuracy: 0.9672 - iou_score: 0.4940Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:49 - loss: 0.8601 - accuracy: 0.9680 - iou_score: 0.4951Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:48 - loss: 0.8602 - accuracy: 0.9679 - iou_score: 0.4951Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.8601 - accuracy: 0.9678 - iou_score: 0.4950Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:46 - loss: 0.8610 - accuracy: 0.9679 - iou_score: 0.4918Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:45 - loss: 0.8614 - accuracy: 0.9677 - iou_score: 0.4905Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:43 - loss: 0.8610 - accuracy: 0.9678 - iou_score: 0.4916Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:42 - loss: 0.8608 - accuracy: 0.9680 - iou_score: 0.4919Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:41 - loss: 0.8606 - accuracy: 0.9680 - iou_score: 0.4924Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:40 - loss: 0.8609 - accuracy: 0.9683 - iou_score: 0.4909Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:39 - loss: 0.8607 - accuracy: 0.9687 - iou_score: 0.4911Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.8606 - accuracy: 0.9688 - iou_score: 0.4912Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:37 - loss: 0.8604 - accuracy: 0.9692 - iou_score: 0.4921Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:36 - loss: 0.8604 - accuracy: 0.9693 - iou_score: 0.4920Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:34 - loss: 0.8600 - accuracy: 0.9696 - iou_score: 0.4934Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:33 - loss: 0.8603 - accuracy: 0.9696 - iou_score: 0.4919Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:32 - loss: 0.8600 - accuracy: 0.9698 - iou_score: 0.4929Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:31 - loss: 0.8593 - accuracy: 0.9697 - iou_score: 0.4954Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:30 - loss: 0.8601 - accuracy: 0.9689 - iou_score: 0.4930Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.8605 - accuracy: 0.9683 - iou_score: 0.4917Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.8616 - accuracy: 0.9664 - iou_score: 0.4894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:27 - loss: 0.8620 - accuracy: 0.9661 - iou_score: 0.4887Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:26 - loss: 0.8624 - accuracy: 0.9660 - iou_score: 0.4874Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:24 - loss: 0.8625 - accuracy: 0.9659 - iou_score: 0.4871Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:23 - loss: 0.8627 - accuracy: 0.9657 - iou_score: 0.4870Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:22 - loss: 0.8632 - accuracy: 0.9657 - iou_score: 0.4853Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:21 - loss: 0.8634 - accuracy: 0.9657 - iou_score: 0.4843Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.8640 - accuracy: 0.9655 - iou_score: 0.4826Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.8637 - accuracy: 0.9658 - iou_score: 0.4836Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.8633 - accuracy: 0.9658 - iou_score: 0.4849Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:17 - loss: 0.8630 - accuracy: 0.9658 - iou_score: 0.4859Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:16 - loss: 0.8633 - accuracy: 0.9658 - iou_score: 0.4845Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:14 - loss: 0.8635 - accuracy: 0.9654 - iou_score: 0.4838Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:13 - loss: 0.8637 - accuracy: 0.9654 - iou_score: 0.4834Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:12 - loss: 0.8644 - accuracy: 0.9653 - iou_score: 0.4811Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.8640 - accuracy: 0.9653 - iou_score: 0.4824Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.8642 - accuracy: 0.9653 - iou_score: 0.4823Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.8651 - accuracy: 0.9653 - iou_score: 0.4801Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.8659 - accuracy: 0.9650 - iou_score: 0.4775Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:07 - loss: 0.8666 - accuracy: 0.9653 - iou_score: 0.4752Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:05 - loss: 0.8665 - accuracy: 0.9655 - iou_score: 0.4750Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:04 - loss: 0.8669 - accuracy: 0.9650 - iou_score: 0.4741Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:03 - loss: 0.8672 - accuracy: 0.9648 - iou_score: 0.4733Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.8676 - accuracy: 0.9643 - iou_score: 0.4724Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.8676 - accuracy: 0.9643 - iou_score: 0.4725Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.8682 - accuracy: 0.9643 - iou_score: 0.4705Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.8686 - accuracy: 0.9641 - iou_score: 0.4693 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 58s - loss: 0.8690 - accuracy: 0.9640 - iou_score: 0.4680Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 57s - loss: 0.8694 - accuracy: 0.9639 - iou_score: 0.4666Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 55s - loss: 0.8700 - accuracy: 0.9635 - iou_score: 0.4650Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 54s - loss: 0.8703 - accuracy: 0.9632 - iou_score: 0.4642Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.8705 - accuracy: 0.9631 - iou_score: 0.4642Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.8706 - accuracy: 0.9633 - iou_score: 0.4636Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.8704 - accuracy: 0.9633 - iou_score: 0.4645Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.8706 - accuracy: 0.9631 - iou_score: 0.4639Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.8702 - accuracy: 0.9634 - iou_score: 0.4653Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 48s - loss: 0.8700 - accuracy: 0.9636 - iou_score: 0.4658Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 46s - loss: 0.8701 - accuracy: 0.9636 - iou_score: 0.4657Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 45s - loss: 0.8703 - accuracy: 0.9634 - iou_score: 0.4656Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.8699 - accuracy: 0.9636 - iou_score: 0.4666Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.8697 - accuracy: 0.9639 - iou_score: 0.4670Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.8698 - accuracy: 0.9637 - iou_score: 0.4669Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.8695 - accuracy: 0.9638 - iou_score: 0.4680Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.8692 - accuracy: 0.9639 - iou_score: 0.4690Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.8691 - accuracy: 0.9639 - iou_score: 0.4694Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 38s - loss: 0.8695 - accuracy: 0.9638 - iou_score: 0.4681Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 36s - loss: 0.8694 - accuracy: 0.9637 - iou_score: 0.4687Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.8693 - accuracy: 0.9637 - iou_score: 0.4689Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.8690 - accuracy: 0.9638 - iou_score: 0.4701Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.8689 - accuracy: 0.9638 - iou_score: 0.4705Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.8690 - accuracy: 0.9641 - iou_score: 0.4701Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.8689 - accuracy: 0.9640 - iou_score: 0.4706Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.8689 - accuracy: 0.9641 - iou_score: 0.4703Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 29s - loss: 0.8686 - accuracy: 0.9642 - iou_score: 0.4714Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 27s - loss: 0.8686 - accuracy: 0.9641 - iou_score: 0.4711Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.8684 - accuracy: 0.9641 - iou_score: 0.4718Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.8686 - accuracy: 0.9637 - iou_score: 0.4712Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.8687 - accuracy: 0.9638 - iou_score: 0.4711Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.8684 - accuracy: 0.9639 - iou_score: 0.4718Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.8685 - accuracy: 0.9641 - iou_score: 0.4712Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.8684 - accuracy: 0.9643 - iou_score: 0.4718Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.8685 - accuracy: 0.9643 - iou_score: 0.4713Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 19s - loss: 0.8684 - accuracy: 0.9645 - iou_score: 0.4714Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.8682 - accuracy: 0.9646 - iou_score: 0.4722Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.8681 - accuracy: 0.9646 - iou_score: 0.4724Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.8682 - accuracy: 0.9646 - iou_score: 0.4720Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.8682 - accuracy: 0.9648 - iou_score: 0.4723Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.8681 - accuracy: 0.9649 - iou_score: 0.4726Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.8679 - accuracy: 0.9650 - iou_score: 0.4730Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.8681 - accuracy: 0.9650 - iou_score: 0.4723Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.8686 - accuracy: 0.9650 - iou_score: 0.4708Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.8687 - accuracy: 0.9650 - iou_score: 0.4704 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.8686 - accuracy: 0.9652 - iou_score: 0.4705Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.8685 - accuracy: 0.9652 - iou_score: 0.4709Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.8683 - accuracy: 0.9654 - iou_score: 0.4716Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.8682 - accuracy: 0.9656 - iou_score: 0.4720Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.8680 - accuracy: 0.9657 - iou_score: 0.4725Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.8678 - accuracy: 0.9659 - iou_score: 0.4730Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.8677 - accuracy: 0.9659 - iou_score: 0.4733Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.8675 - accuracy: 0.9659 - iou_score: 0.4738Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 155s 1s/step - loss: 0.8675 - accuracy: 0.9659 - iou_score: 0.4738 - val_loss: 0.8825 - val_accuracy: 0.9388 - val_iou_score: 0.4317
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Epoch 10/10
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 2:23 - loss: 0.8770 - accuracy: 0.9879 - iou_score: 0.4304Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:22 - loss: 0.8562 - accuracy: 0.9821 - iou_score: 0.4996Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:21 - loss: 0.8494 - accuracy: 0.9835 - iou_score: 0.5253Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:20 - loss: 0.8450 - accuracy: 0.9845 - iou_score: 0.5404Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:18 - loss: 0.8476 - accuracy: 0.9846 - iou_score: 0.5324Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:17 - loss: 0.8440 - accuracy: 0.9847 - iou_score: 0.5452Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.8424 - accuracy: 0.9854 - iou_score: 0.5515Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:15 - loss: 0.8424 - accuracy: 0.9832 - iou_score: 0.5510Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:14 - loss: 0.8420 - accuracy: 0.9806 - iou_score: 0.5523Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:13 - loss: 0.8424 - accuracy: 0.9812 - iou_score: 0.5486Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:12 - loss: 0.8406 - accuracy: 0.9812 - iou_score: 0.5546Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:11 - loss: 0.8417 - accuracy: 0.9806 - iou_score: 0.5534Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:10 - loss: 0.8435 - accuracy: 0.9786 - iou_score: 0.5481Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:09 - loss: 0.8436 - accuracy: 0.9776 - iou_score: 0.5482Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:08 - loss: 0.8444 - accuracy: 0.9782 - iou_score: 0.5464Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:06 - loss: 0.8425 - accuracy: 0.9783 - iou_score: 0.5541Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:05 - loss: 0.8432 - accuracy: 0.9768 - iou_score: 0.5527Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:04 - loss: 0.8448 - accuracy: 0.9752 - iou_score: 0.5482Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:03 - loss: 0.8468 - accuracy: 0.9746 - iou_score: 0.5405Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:02 - loss: 0.8469 - accuracy: 0.9741 - iou_score: 0.5399Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:01 - loss: 0.8495 - accuracy: 0.9747 - iou_score: 0.5307Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 2:00 - loss: 0.8511 - accuracy: 0.9736 - iou_score: 0.5251Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:59 - loss: 0.8503 - accuracy: 0.9734 - iou_score: 0.5274Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.8495 - accuracy: 0.9732 - iou_score: 0.5311Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:56 - loss: 0.8491 - accuracy: 0.9727 - iou_score: 0.5320Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:55 - loss: 0.8483 - accuracy: 0.9729 - iou_score: 0.5351Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:54 - loss: 0.8496 - accuracy: 0.9724 - iou_score: 0.5299Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:53 - loss: 0.8501 - accuracy: 0.9725 - iou_score: 0.5282Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:52 - loss: 0.8500 - accuracy: 0.9727 - iou_score: 0.5288Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:51 - loss: 0.8507 - accuracy: 0.9730 - iou_score: 0.5258Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:50 - loss: 0.8506 - accuracy: 0.9736 - iou_score: 0.5257Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:48 - loss: 0.8515 - accuracy: 0.9734 - iou_score: 0.5232Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.8516 - accuracy: 0.9733 - iou_score: 0.5230Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:46 - loss: 0.8527 - accuracy: 0.9732 - iou_score: 0.5193Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:45 - loss: 0.8531 - accuracy: 0.9730 - iou_score: 0.5179Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:44 - loss: 0.8527 - accuracy: 0.9729 - iou_score: 0.5191Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:43 - loss: 0.8525 - accuracy: 0.9729 - iou_score: 0.5195Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:42 - loss: 0.8525 - accuracy: 0.9726 - iou_score: 0.5190Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:41 - loss: 0.8531 - accuracy: 0.9727 - iou_score: 0.5167Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:39 - loss: 0.8532 - accuracy: 0.9723 - iou_score: 0.5162Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.8531 - accuracy: 0.9722 - iou_score: 0.5165Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:37 - loss: 0.8530 - accuracy: 0.9725 - iou_score: 0.5170Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:36 - loss: 0.8533 - accuracy: 0.9725 - iou_score: 0.5160Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:35 - loss: 0.8535 - accuracy: 0.9726 - iou_score: 0.5153Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:34 - loss: 0.8552 - accuracy: 0.9725 - iou_score: 0.5107Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:33 - loss: 0.8548 - accuracy: 0.9727 - iou_score: 0.5118Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:32 - loss: 0.8546 - accuracy: 0.9725 - iou_score: 0.5128Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:30 - loss: 0.8551 - accuracy: 0.9722 - iou_score: 0.5113Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.8549 - accuracy: 0.9723 - iou_score: 0.5120Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.8556 - accuracy: 0.9715 - iou_score: 0.5103Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:27 - loss: 0.8561 - accuracy: 0.9711 - iou_score: 0.5091Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:26 - loss: 0.8567 - accuracy: 0.9708 - iou_score: 0.5071Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:25 - loss: 0.8572 - accuracy: 0.9702 - iou_score: 0.5058Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:24 - loss: 0.8571 - accuracy: 0.9700 - iou_score: 0.5062Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:23 - loss: 0.8574 - accuracy: 0.9699 - iou_score: 0.5048Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:21 - loss: 0.8576 - accuracy: 0.9698 - iou_score: 0.5038Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.8580 - accuracy: 0.9696 - iou_score: 0.5026Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.8577 - accuracy: 0.9699 - iou_score: 0.5038Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.8577 - accuracy: 0.9698 - iou_score: 0.5036Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:17 - loss: 0.8578 - accuracy: 0.9696 - iou_score: 0.5033Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:16 - loss: 0.8583 - accuracy: 0.9697 - iou_score: 0.5016Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:15 - loss: 0.8584 - accuracy: 0.9693 - iou_score: 0.5010Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:14 - loss: 0.8587 - accuracy: 0.9692 - iou_score: 0.5002Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:12 - loss: 0.8598 - accuracy: 0.9691 - iou_score: 0.4970Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.8595 - accuracy: 0.9690 - iou_score: 0.4980Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.8596 - accuracy: 0.9689 - iou_score: 0.4981Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.8601 - accuracy: 0.9689 - iou_score: 0.4969Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.8608 - accuracy: 0.9687 - iou_score: 0.4946Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:07 - loss: 0.8614 - accuracy: 0.9689 - iou_score: 0.4921Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:06 - loss: 0.8614 - accuracy: 0.9690 - iou_score: 0.4920Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:05 - loss: 0.8619 - accuracy: 0.9684 - iou_score: 0.4906Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:03 - loss: 0.8622 - accuracy: 0.9682 - iou_score: 0.4898Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.8628 - accuracy: 0.9677 - iou_score: 0.4886Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.8628 - accuracy: 0.9678 - iou_score: 0.4886Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.8633 - accuracy: 0.9679 - iou_score: 0.4866Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.8636 - accuracy: 0.9678 - iou_score: 0.4857 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 58s - loss: 0.8640 - accuracy: 0.9676 - iou_score: 0.4842Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 57s - loss: 0.8644 - accuracy: 0.9675 - iou_score: 0.4829Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 56s - loss: 0.8649 - accuracy: 0.9671 - iou_score: 0.4814Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 54s - loss: 0.8652 - accuracy: 0.9668 - iou_score: 0.4805Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.8652 - accuracy: 0.9667 - iou_score: 0.4808Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.8654 - accuracy: 0.9668 - iou_score: 0.4797Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.8653 - accuracy: 0.9668 - iou_score: 0.4806Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.8654 - accuracy: 0.9666 - iou_score: 0.4801Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.8651 - accuracy: 0.9668 - iou_score: 0.4813Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 48s - loss: 0.8650 - accuracy: 0.9670 - iou_score: 0.4816Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 47s - loss: 0.8650 - accuracy: 0.9671 - iou_score: 0.4817Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 45s - loss: 0.8651 - accuracy: 0.9669 - iou_score: 0.4818Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.8648 - accuracy: 0.9671 - iou_score: 0.4827Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.8646 - accuracy: 0.9673 - iou_score: 0.4832Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.8646 - accuracy: 0.9672 - iou_score: 0.4834Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.8642 - accuracy: 0.9673 - iou_score: 0.4847Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.8639 - accuracy: 0.9673 - iou_score: 0.4857Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.8638 - accuracy: 0.9673 - iou_score: 0.4862Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 38s - loss: 0.8643 - accuracy: 0.9672 - iou_score: 0.4848Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 37s - loss: 0.8640 - accuracy: 0.9672 - iou_score: 0.4857Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.8640 - accuracy: 0.9672 - iou_score: 0.4857Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.8636 - accuracy: 0.9672 - iou_score: 0.4871Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.8635 - accuracy: 0.9673 - iou_score: 0.4876Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.8635 - accuracy: 0.9675 - iou_score: 0.4873Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.8634 - accuracy: 0.9673 - iou_score: 0.4879Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.8634 - accuracy: 0.9675 - iou_score: 0.4876Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 29s - loss: 0.8631 - accuracy: 0.9675 - iou_score: 0.4887Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 28s - loss: 0.8631 - accuracy: 0.9674 - iou_score: 0.4884Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.8629 - accuracy: 0.9674 - iou_score: 0.4892Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.8631 - accuracy: 0.9672 - iou_score: 0.4886Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.8630 - accuracy: 0.9673 - iou_score: 0.4889Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.8627 - accuracy: 0.9674 - iou_score: 0.4899Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.8629 - accuracy: 0.9676 - iou_score: 0.4892Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.8628 - accuracy: 0.9677 - iou_score: 0.4894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.8628 - accuracy: 0.9677 - iou_score: 0.4890Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 19s - loss: 0.8628 - accuracy: 0.9678 - iou_score: 0.4891Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.8626 - accuracy: 0.9680 - iou_score: 0.4899Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.8625 - accuracy: 0.9679 - iou_score: 0.4900Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.8627 - accuracy: 0.9679 - iou_score: 0.4895Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.8627 - accuracy: 0.9681 - iou_score: 0.4894Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.8626 - accuracy: 0.9681 - iou_score: 0.4897Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.8623 - accuracy: 0.9683 - iou_score: 0.4903Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.8626 - accuracy: 0.9682 - iou_score: 0.4897Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.8631 - accuracy: 0.9683 - iou_score: 0.4881Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.8630 - accuracy: 0.9682 - iou_score: 0.4881 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.8630 - accuracy: 0.9684 - iou_score: 0.4881Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.8629 - accuracy: 0.9684 - iou_score: 0.4883Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.8628 - accuracy: 0.9685 - iou_score: 0.4889Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.8626 - accuracy: 0.9687 - iou_score: 0.4895Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.8624 - accuracy: 0.9688 - iou_score: 0.4901Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.8621 - accuracy: 0.9690 - iou_score: 0.4910Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.8621 - accuracy: 0.9690 - iou_score: 0.4910Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_3742 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.8619 - accuracy: 0.9690 - iou_score: 0.4916Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_4857 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 155s 1s/step - loss: 0.8619 - accuracy: 0.9690 - iou_score: 0.4916 - val_loss: 0.8792 - val_accuracy: 0.9418 - val_iou_score: 0.4408
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
In [32]:
history.history
loss=history.history['loss']
val_loss=history.history['val_loss']
epochs=range(1,len(loss)+1)

acc=history.history['accuracy']
val_acc=history.history['val_accuracy']
print(history.history.keys())

dict_keys(['loss', 'accuracy', 'iou_score', 'val_loss', 'val_accuracy', 'val_iou_score'])
In [33]:
plt.figure()
plt.plot(epochs,loss,'y',label='Training loss')
plt.plot(epochs,val_loss,'r',label='Validation loss')
plt.title('Training and validation loss')
plt.xlabel('Epochs')
plt.ylabel('Loss')
plt.legend()
plt.show()

plt.figure()
plt.plot(epochs,acc,'y',label='Training accuracy')
plt.plot(epochs,val_acc,'r',label='Validation accuracy')
plt.title('Training and validation accuracy')
plt.xlabel('Epochs')
plt.ylabel('accuracy')
plt.legend()
plt.show()
In [34]:
from keras.models import load_model
tf.debugging.set_log_device_placement(True)
wt0,wt1,wt2,wt3=0.25,0.25,0.25,0.25
dice_loss=sm.losses.DiceLoss(class_weights=np.array([wt0,wt1,wt2,wt3]))
focal_loss=sm.losses.CategoricalFocalLoss()
total_loss=dice_loss+(1*focal_loss)
metrics=['accuracy',sm.metrics.IOUScore(threshold=0.5)]
LR=0.0001
optim=keras.optimizers.Adam(LR)
steps_per_epoch=len(train_img_list)//batch_size
val_steps_per_epoch=len(val_img_list)//batch_size
my_model=load_model('brats_3d.hdf5',
                   custom_objects={'dice_loss_plus_1focal_loss':total_loss,
                                  'iou_score':sm.metrics.IOUScore(threshold=0.5)})
#my_model = load_model('brats_3d.hdf5', 
                      #compile=False)
history2=my_model.fit(train_img_datagen,
                     steps_per_epoch=steps_per_epoch,
                     epochs=1,
                     verbose=1,
                     validation_data=val_img_datagen,
                     validation_steps=val_steps_per_epoch,)

Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomGetKeyCounter in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op StatelessRandomUniformV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Sub in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Mul in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AddV2 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Fill in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op VarHandleOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  1/129 [..............................] - ETA: 5:11 - loss: 0.8301 - accuracy: 0.9768 - iou_score: 0.5899Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  2/129 [..............................] - ETA: 2:22 - loss: 0.8301 - accuracy: 0.9816 - iou_score: 0.5940Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  3/129 [..............................] - ETA: 2:21 - loss: 0.8271 - accuracy: 0.9839 - iou_score: 0.6093Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  4/129 [..............................] - ETA: 2:20 - loss: 0.8340 - accuracy: 0.9843 - iou_score: 0.5852Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  5/129 [>.............................] - ETA: 2:18 - loss: 0.8316 - accuracy: 0.9845 - iou_score: 0.5932Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  6/129 [>.............................] - ETA: 2:17 - loss: 0.8313 - accuracy: 0.9855 - iou_score: 0.5929Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  7/129 [>.............................] - ETA: 2:16 - loss: 0.8321 - accuracy: 0.9833 - iou_score: 0.5890Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  8/129 [>.............................] - ETA: 2:15 - loss: 0.8321 - accuracy: 0.9808 - iou_score: 0.5885Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
  9/129 [=>............................] - ETA: 2:14 - loss: 0.8325 - accuracy: 0.9817 - iou_score: 0.5847Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 10/129 [=>............................] - ETA: 2:13 - loss: 0.8314 - accuracy: 0.9816 - iou_score: 0.5882Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 11/129 [=>............................] - ETA: 2:12 - loss: 0.8329 - accuracy: 0.9810 - iou_score: 0.5851Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 12/129 [=>............................] - ETA: 2:11 - loss: 0.8345 - accuracy: 0.9790 - iou_score: 0.5796Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 13/129 [==>...........................] - ETA: 2:10 - loss: 0.8352 - accuracy: 0.9781 - iou_score: 0.5774Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 14/129 [==>...........................] - ETA: 2:09 - loss: 0.8365 - accuracy: 0.9786 - iou_score: 0.5747Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 15/129 [==>...........................] - ETA: 2:07 - loss: 0.8351 - accuracy: 0.9787 - iou_score: 0.5805Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 16/129 [==>...........................] - ETA: 2:06 - loss: 0.8380 - accuracy: 0.9765 - iou_score: 0.5734Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 17/129 [==>...........................] - ETA: 2:05 - loss: 0.8394 - accuracy: 0.9751 - iou_score: 0.5689Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 18/129 [===>..........................] - ETA: 2:04 - loss: 0.8422 - accuracy: 0.9738 - iou_score: 0.5590Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 19/129 [===>..........................] - ETA: 2:03 - loss: 0.8426 - accuracy: 0.9721 - iou_score: 0.5570Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 20/129 [===>..........................] - ETA: 2:02 - loss: 0.8462 - accuracy: 0.9724 - iou_score: 0.5447Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 21/129 [===>..........................] - ETA: 2:01 - loss: 0.8478 - accuracy: 0.9713 - iou_score: 0.5387Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 22/129 [====>.........................] - ETA: 2:00 - loss: 0.8468 - accuracy: 0.9715 - iou_score: 0.5424Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 23/129 [====>.........................] - ETA: 1:58 - loss: 0.8458 - accuracy: 0.9714 - iou_score: 0.5465Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 24/129 [====>.........................] - ETA: 1:57 - loss: 0.8458 - accuracy: 0.9708 - iou_score: 0.5461Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 25/129 [====>.........................] - ETA: 1:56 - loss: 0.8452 - accuracy: 0.9709 - iou_score: 0.5482Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 26/129 [=====>........................] - ETA: 1:55 - loss: 0.8463 - accuracy: 0.9707 - iou_score: 0.5436Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 27/129 [=====>........................] - ETA: 1:54 - loss: 0.8471 - accuracy: 0.9706 - iou_score: 0.5403Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 28/129 [=====>........................] - ETA: 1:53 - loss: 0.8470 - accuracy: 0.9709 - iou_score: 0.5414Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 29/129 [=====>........................] - ETA: 1:52 - loss: 0.8475 - accuracy: 0.9713 - iou_score: 0.5386Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 30/129 [=====>........................] - ETA: 1:51 - loss: 0.8475 - accuracy: 0.9720 - iou_score: 0.5386Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 31/129 [======>.......................] - ETA: 1:49 - loss: 0.8479 - accuracy: 0.9719 - iou_score: 0.5373Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 32/129 [======>.......................] - ETA: 1:48 - loss: 0.8479 - accuracy: 0.9719 - iou_score: 0.5373Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 33/129 [======>.......................] - ETA: 1:47 - loss: 0.8490 - accuracy: 0.9719 - iou_score: 0.5334Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 34/129 [======>.......................] - ETA: 1:46 - loss: 0.8496 - accuracy: 0.9718 - iou_score: 0.5312Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 35/129 [=======>......................] - ETA: 1:45 - loss: 0.8490 - accuracy: 0.9719 - iou_score: 0.5332Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 36/129 [=======>......................] - ETA: 1:44 - loss: 0.8488 - accuracy: 0.9720 - iou_score: 0.5337Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 37/129 [=======>......................] - ETA: 1:43 - loss: 0.8488 - accuracy: 0.9719 - iou_score: 0.5331Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 38/129 [=======>......................] - ETA: 1:42 - loss: 0.8493 - accuracy: 0.9720 - iou_score: 0.5312Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 39/129 [========>.....................] - ETA: 1:40 - loss: 0.8491 - accuracy: 0.9720 - iou_score: 0.5315Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 40/129 [========>.....................] - ETA: 1:39 - loss: 0.8490 - accuracy: 0.9720 - iou_score: 0.5319Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 41/129 [========>.....................] - ETA: 1:38 - loss: 0.8489 - accuracy: 0.9722 - iou_score: 0.5321Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 42/129 [========>.....................] - ETA: 1:37 - loss: 0.8488 - accuracy: 0.9724 - iou_score: 0.5323Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 43/129 [=========>....................] - ETA: 1:36 - loss: 0.8486 - accuracy: 0.9726 - iou_score: 0.5329Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 44/129 [=========>....................] - ETA: 1:35 - loss: 0.8492 - accuracy: 0.9726 - iou_score: 0.5307Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 45/129 [=========>....................] - ETA: 1:34 - loss: 0.8488 - accuracy: 0.9729 - iou_score: 0.5317Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 46/129 [=========>....................] - ETA: 1:33 - loss: 0.8483 - accuracy: 0.9728 - iou_score: 0.5334Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 47/129 [=========>....................] - ETA: 1:32 - loss: 0.8488 - accuracy: 0.9726 - iou_score: 0.5321Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 48/129 [==========>...................] - ETA: 1:30 - loss: 0.8486 - accuracy: 0.9728 - iou_score: 0.5329Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 49/129 [==========>...................] - ETA: 1:29 - loss: 0.8495 - accuracy: 0.9719 - iou_score: 0.5310Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 50/129 [==========>...................] - ETA: 1:28 - loss: 0.8500 - accuracy: 0.9715 - iou_score: 0.5296Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 51/129 [==========>...................] - ETA: 1:27 - loss: 0.8505 - accuracy: 0.9714 - iou_score: 0.5278Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 52/129 [===========>..................] - ETA: 1:26 - loss: 0.8509 - accuracy: 0.9709 - iou_score: 0.5265Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 53/129 [===========>..................] - ETA: 1:25 - loss: 0.8508 - accuracy: 0.9707 - iou_score: 0.5268Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 54/129 [===========>..................] - ETA: 1:24 - loss: 0.8510 - accuracy: 0.9708 - iou_score: 0.5259Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 55/129 [===========>..................] - ETA: 1:23 - loss: 0.8512 - accuracy: 0.9708 - iou_score: 0.5253Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 56/129 [============>.................] - ETA: 1:21 - loss: 0.8516 - accuracy: 0.9706 - iou_score: 0.5239Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 57/129 [============>.................] - ETA: 1:20 - loss: 0.8513 - accuracy: 0.9709 - iou_score: 0.5248Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 58/129 [============>.................] - ETA: 1:19 - loss: 0.8513 - accuracy: 0.9707 - iou_score: 0.5249Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 59/129 [============>.................] - ETA: 1:18 - loss: 0.8512 - accuracy: 0.9706 - iou_score: 0.5252Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 60/129 [============>.................] - ETA: 1:17 - loss: 0.8518 - accuracy: 0.9706 - iou_score: 0.5232Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 61/129 [=============>................] - ETA: 1:16 - loss: 0.8521 - accuracy: 0.9702 - iou_score: 0.5222Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 62/129 [=============>................] - ETA: 1:15 - loss: 0.8524 - accuracy: 0.9702 - iou_score: 0.5213Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 63/129 [=============>................] - ETA: 1:14 - loss: 0.8537 - accuracy: 0.9701 - iou_score: 0.5177Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 64/129 [=============>................] - ETA: 1:12 - loss: 0.8531 - accuracy: 0.9701 - iou_score: 0.5195Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 65/129 [==============>...............] - ETA: 1:11 - loss: 0.8534 - accuracy: 0.9700 - iou_score: 0.5194Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 66/129 [==============>...............] - ETA: 1:10 - loss: 0.8538 - accuracy: 0.9701 - iou_score: 0.5181Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 67/129 [==============>...............] - ETA: 1:09 - loss: 0.8546 - accuracy: 0.9698 - iou_score: 0.5155Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 68/129 [==============>...............] - ETA: 1:08 - loss: 0.8553 - accuracy: 0.9701 - iou_score: 0.5129Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 69/129 [===============>..............] - ETA: 1:07 - loss: 0.8552 - accuracy: 0.9702 - iou_score: 0.5129Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 70/129 [===============>..............] - ETA: 1:06 - loss: 0.8558 - accuracy: 0.9697 - iou_score: 0.5114Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 71/129 [===============>..............] - ETA: 1:05 - loss: 0.8561 - accuracy: 0.9695 - iou_score: 0.5106Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 72/129 [===============>..............] - ETA: 1:03 - loss: 0.8565 - accuracy: 0.9690 - iou_score: 0.5096Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 73/129 [===============>..............] - ETA: 1:02 - loss: 0.8565 - accuracy: 0.9690 - iou_score: 0.5094Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 74/129 [================>.............] - ETA: 1:01 - loss: 0.8572 - accuracy: 0.9691 - iou_score: 0.5072Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 75/129 [================>.............] - ETA: 1:00 - loss: 0.8574 - accuracy: 0.9689 - iou_score: 0.5065Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 76/129 [================>.............] - ETA: 59s - loss: 0.8580 - accuracy: 0.9688 - iou_score: 0.5047 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 77/129 [================>.............] - ETA: 58s - loss: 0.8583 - accuracy: 0.9687 - iou_score: 0.5035Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 78/129 [=================>............] - ETA: 57s - loss: 0.8590 - accuracy: 0.9684 - iou_score: 0.5016Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 79/129 [=================>............] - ETA: 56s - loss: 0.8594 - accuracy: 0.9680 - iou_score: 0.5004Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 80/129 [=================>............] - ETA: 54s - loss: 0.8594 - accuracy: 0.9678 - iou_score: 0.5005Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 81/129 [=================>............] - ETA: 53s - loss: 0.8597 - accuracy: 0.9680 - iou_score: 0.4992Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 82/129 [==================>...........] - ETA: 52s - loss: 0.8596 - accuracy: 0.9680 - iou_score: 0.4997Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 83/129 [==================>...........] - ETA: 51s - loss: 0.8597 - accuracy: 0.9678 - iou_score: 0.4993Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 84/129 [==================>...........] - ETA: 50s - loss: 0.8594 - accuracy: 0.9680 - iou_score: 0.5005Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 85/129 [==================>...........] - ETA: 49s - loss: 0.8593 - accuracy: 0.9682 - iou_score: 0.5008Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 86/129 [===================>..........] - ETA: 48s - loss: 0.8594 - accuracy: 0.9683 - iou_score: 0.5007Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 87/129 [===================>..........] - ETA: 47s - loss: 0.8595 - accuracy: 0.9681 - iou_score: 0.5006Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 88/129 [===================>..........] - ETA: 45s - loss: 0.8593 - accuracy: 0.9682 - iou_score: 0.5012Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 89/129 [===================>..........] - ETA: 44s - loss: 0.8591 - accuracy: 0.9685 - iou_score: 0.5015Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 90/129 [===================>..........] - ETA: 43s - loss: 0.8591 - accuracy: 0.9684 - iou_score: 0.5017Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 91/129 [====================>.........] - ETA: 42s - loss: 0.8588 - accuracy: 0.9685 - iou_score: 0.5027Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 92/129 [====================>.........] - ETA: 41s - loss: 0.8585 - accuracy: 0.9685 - iou_score: 0.5037Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 93/129 [====================>.........] - ETA: 40s - loss: 0.8583 - accuracy: 0.9685 - iou_score: 0.5042Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 94/129 [====================>.........] - ETA: 39s - loss: 0.8587 - accuracy: 0.9683 - iou_score: 0.5032Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 95/129 [=====================>........] - ETA: 38s - loss: 0.8585 - accuracy: 0.9683 - iou_score: 0.5038Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 96/129 [=====================>........] - ETA: 37s - loss: 0.8585 - accuracy: 0.9682 - iou_score: 0.5037Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 97/129 [=====================>........] - ETA: 35s - loss: 0.8582 - accuracy: 0.9683 - iou_score: 0.5049Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 98/129 [=====================>........] - ETA: 34s - loss: 0.8581 - accuracy: 0.9683 - iou_score: 0.5055Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
 99/129 [======================>.......] - ETA: 33s - loss: 0.8582 - accuracy: 0.9685 - iou_score: 0.5050Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
100/129 [======================>.......] - ETA: 32s - loss: 0.8581 - accuracy: 0.9684 - iou_score: 0.5054Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
101/129 [======================>.......] - ETA: 31s - loss: 0.8580 - accuracy: 0.9686 - iou_score: 0.5054Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
102/129 [======================>.......] - ETA: 30s - loss: 0.8577 - accuracy: 0.9687 - iou_score: 0.5067Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
103/129 [======================>.......] - ETA: 29s - loss: 0.8577 - accuracy: 0.9686 - iou_score: 0.5064Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
104/129 [=======================>......] - ETA: 28s - loss: 0.8575 - accuracy: 0.9686 - iou_score: 0.5071Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
105/129 [=======================>......] - ETA: 26s - loss: 0.8576 - accuracy: 0.9685 - iou_score: 0.5068Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
106/129 [=======================>......] - ETA: 25s - loss: 0.8576 - accuracy: 0.9686 - iou_score: 0.5067Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
107/129 [=======================>......] - ETA: 24s - loss: 0.8573 - accuracy: 0.9687 - iou_score: 0.5078Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
108/129 [========================>.....] - ETA: 23s - loss: 0.8574 - accuracy: 0.9689 - iou_score: 0.5074Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
109/129 [========================>.....] - ETA: 22s - loss: 0.8573 - accuracy: 0.9690 - iou_score: 0.5075Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
110/129 [========================>.....] - ETA: 21s - loss: 0.8574 - accuracy: 0.9690 - iou_score: 0.5069Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
111/129 [========================>.....] - ETA: 20s - loss: 0.8574 - accuracy: 0.9691 - iou_score: 0.5067Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
112/129 [=========================>....] - ETA: 19s - loss: 0.8572 - accuracy: 0.9692 - iou_score: 0.5076Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
113/129 [=========================>....] - ETA: 17s - loss: 0.8572 - accuracy: 0.9692 - iou_score: 0.5077Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
114/129 [=========================>....] - ETA: 16s - loss: 0.8572 - accuracy: 0.9693 - iou_score: 0.5075Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
115/129 [=========================>....] - ETA: 15s - loss: 0.8571 - accuracy: 0.9695 - iou_score: 0.5079Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
116/129 [=========================>....] - ETA: 14s - loss: 0.8569 - accuracy: 0.9696 - iou_score: 0.5087Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
117/129 [==========================>...] - ETA: 13s - loss: 0.8567 - accuracy: 0.9697 - iou_score: 0.5092Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
118/129 [==========================>...] - ETA: 12s - loss: 0.8570 - accuracy: 0.9696 - iou_score: 0.5083Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
119/129 [==========================>...] - ETA: 11s - loss: 0.8576 - accuracy: 0.9697 - iou_score: 0.5065Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
120/129 [==========================>...] - ETA: 10s - loss: 0.8576 - accuracy: 0.9696 - iou_score: 0.5065Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
121/129 [===========================>..] - ETA: 8s - loss: 0.8575 - accuracy: 0.9698 - iou_score: 0.5065 Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
122/129 [===========================>..] - ETA: 7s - loss: 0.8575 - accuracy: 0.9698 - iou_score: 0.5066Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
123/129 [===========================>..] - ETA: 6s - loss: 0.8574 - accuracy: 0.9699 - iou_score: 0.5070Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
124/129 [===========================>..] - ETA: 5s - loss: 0.8572 - accuracy: 0.9701 - iou_score: 0.5075Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
125/129 [============================>.] - ETA: 4s - loss: 0.8570 - accuracy: 0.9702 - iou_score: 0.5082Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
126/129 [============================>.] - ETA: 3s - loss: 0.8568 - accuracy: 0.9704 - iou_score: 0.5091Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
127/129 [============================>.] - ETA: 2s - loss: 0.8567 - accuracy: 0.9703 - iou_score: 0.5091Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
128/129 [============================>.] - ETA: 1s - loss: 0.8565 - accuracy: 0.9704 - iou_score: 0.5097Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_train_function_16127 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - ETA: 0s - loss: 0.8566 - accuracy: 0.9705 - iou_score: 0.5092Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_test_function_17242 in device /job:localhost/replica:0/task:0/device:GPU:0
129/129 [==============================] - 157s 1s/step - loss: 0.8566 - accuracy: 0.9705 - iou_score: 0.5092 - val_loss: 0.8738 - val_accuracy: 0.9503 - val_iou_score: 0.4543
In [33]:
from keras.metrics import MeanIoU

batch_size=2 #Check IoU for a batch of images
test_img_datagen = imageLoader(val_img_dir, val_img_list, 
                                val_mask_dir, val_mask_list, batch_size)

#Verify generator.... In python 3 next() is renamed as __next__()
test_image_batch, test_mask_batch = test_img_datagen.__next__()

test_mask_batch_argmax = np.argmax(test_mask_batch, axis=4)
test_pred_batch = my_model.predict(test_image_batch)
test_pred_batch_argmax = np.argmax(test_pred_batch, axis=4)

print(test_mask_batch_argmax)
print(test_pred_batch_argmax)

n_classes = 4
IOU_keras = MeanIoU(num_classes=n_classes)  
IOU_keras.update_state(test_pred_batch_argmax, test_mask_batch_argmax)
print("Mean IoU =", IOU_keras.result().numpy())

---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
Input In [33], in <cell line: 11>()
      8 test_image_batch, test_mask_batch = test_img_datagen.__next__()
     10 test_mask_batch_argmax = np.argmax(test_mask_batch, axis=4)
---> 11 test_pred_batch = my_model.predict(test_image_batch)
     12 test_pred_batch_argmax = np.argmax(test_pred_batch, axis=4)
     14 print(test_mask_batch_argmax)

NameError: name 'my_model' is not defined
In [36]:
img_num=200
test_img=np.load('BraTS2020_TrainingData/input_data_128/val/images/image_'+str(img_num)+'.npy')
test_mask=np.load('BraTS2020_TrainingData/input_data_128/val/masks/mask_'+str(img_num)+'.npy')
test_mask_argmax=np.argmax(test_mask,axis=3)
print(test_mask.shape)

test_img_input=np.expand_dims(test_img,axis=0)
print(test_img_input.shape)

test_prediction=my_model.predict(test_img_input)
print(test_prediction.shape)

test_prediction_argmax=np.argmax(test_prediction,axis=4)[0,:,:,:]
print(test_prediction_argmax.shape)

(128, 128, 128, 4)
(1, 128, 128, 128, 3)
Executing op _EagerConst in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op RangeDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MapDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op PrefetchDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op FlatMapDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op TensorDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op RepeatDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op ZipDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op ParallelMapDatasetV2 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op OptionsDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op OptionsDataset in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AssignVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op AnonymousIteratorV3 in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op MakeIterator in device /job:localhost/replica:0/task:0/device:CPU:0
Executing op ReadVariableOp in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op Identity in device /job:localhost/replica:0/task:0/device:GPU:0
Executing op __inference_predict_function_17804 in device /job:localhost/replica:0/task:0/device:GPU:0
1/1 [==============================] - 1s 1s/step
(1, 128, 128, 128, 4)
(128, 128, 128)
In [37]:
import matplotlib.pyplot as plt
import random
n_slice=82
plt.figure(figsize=(12,8))
plt.subplot(231)
plt.title('Testing Image')
plt.imshow(test_img[:,:,n_slice,1],cmap='gray')

plt.subplot(232)
plt.title('Testing Label')
plt.imshow(test_mask_argmax[:,:,n_slice])


plt.subplot(233)
plt.title('Prediction on test image')
plt.imshow(test_prediction_argmax[:,:,n_slice])

plt.show()

Let's do the reaining in PyTorch

In [34]:
import torch
import torch.nn as nn

class conv_block(nn.Module):
    def __init__(self,in_c,out_c):
        
        super().__init__()

        self.conv1=nn.Conv3d(in_c,out_c,(3, 3, 3),padding=(1, 1,1 ))  
        self.bn1=nn.BatchNorm3d(out_c)

        self.conv2=nn.Conv3d(out_c,out_c,(3, 3, 3),padding=(1, 1,1 ))
        self.bn2=nn.BatchNorm3d(out_c)

        self.relu=nn.ReLU()


    def forward(self,inputs):
        x=self.conv1(inputs)
        x=self.bn1(x)
        x=self.relu(x)
        x=self.conv2(x)
        x=self.bn2(x)
        x=self.relu(x)
        print('converting {} to {}'.format(x.size(),x.size()))

        return x
#-------------------------------------------------------------------------------
class encoder_block(nn.Module):
    def __init__(self,in_c,out_c):
        super().__init__()

        self.conv=conv_block(in_c,out_c)
        self.pool=nn.MaxPool3d((2,2,2))

    def forward(self,inputs):
        x=self.conv(inputs)
        p=self.pool(x)
        return x, p

#-------------------------------------------------------------------------------
class decoder_block(nn.Module):
    def __init__(self,in_c,out_c):
        super().__init__()
        self.up=nn.ConvTranspose3d(in_c,out_c,(2,2,2),stride=(2, 2, 2), padding=(0, 0, 0)) 
        self.conv=conv_block(out_c + out_c,out_c)
        
              
    def forward(self,inputs,skip):
        print('first input  is',inputs.size())
        x=self.up(inputs) 
        print('now input is',x.size())
        print('skip is',skip.size())
        x=torch.cat([x,skip],axis=1)
        x=self.conv(x)
        print('converting {} to {}'.format(inputs.size(),x.size()))
        return x


#-------------------------------------------------------------------------------
class build_unet(nn.Module):
    def __init__(self):
        super().__init__()

        """Encoder"""
        self.e1=encoder_block(3,16)  #1x3x128x128x128   to 1x16x64x64x64     
        self.e2=encoder_block(16,32) #1x16x64x64x64   to 1x32x32x32x32
        self.e3=encoder_block(32,64) #1x32x32x32x32  to 1x64x16x16x16
        self.e4=encoder_block(64,128)  #1x64x16x16x16 to 1x128x8x8x8

        """Bottleneck"""
        self.b=conv_block(128,256) #1x128x8x8x8 to 1x256x8x8x8

        """decoder"""
        self.d1=decoder_block(256,128) #1x256x8x8x8 to 1x128x16x16x16  number of channels= 256 to 128 then +128 
        self.d2=decoder_block(128,64)  #1x128x16x16x16 to 1x64x32x32x32  number of channels= 128 to 64 then +64
        self.d3=decoder_block(64,32)  #1x64x32x32x32 to 1x32x64x64x64  number of channels= 64 to 32 then 32 
        self.d4=decoder_block(32,16)  #1x32x64x64x64 to 1x16x128x128x128  number of channels= 32 to 16 then +16 

        """ Classifier """
        self.outputs=nn.Conv3d(16,4,(1,1,1),padding=(0, 0, 0)) #1x16x128x128x128 to #1x4x128x128x128

    def forward(self,inputs):
        s1,p1=self.e1(inputs) #s1 1x16x128x128x128 p1 1x16x64x64x64
        s2,p2=self.e2(p1)     #s2 1x32x64x64x64    p2 1x32x32x32x32
        s3,p3=self.e3(p2)     #s3 1x64x32x32x32    p3 1x64x16x16x16
        s4,p4=self.e4(p3)     #s4 1x128x16x16x16   p4 1x128x8x8x8

        b=self.b(p4)          #1x128x8x8x8  to #1x256x8x8x8

        print(b.size())
        print(s4.size())
        
        d1=self.d1(b,s4)     #d1 1x128x16x16x16
        d2=self.d2(d1,s3)    #d2 1x64x32x32x32
        d3=self.d3(d2,s2)    #d3 1x32x64x64x64
        d4=self.d4(d3,s1)    #d4 1x16x128x128x128

        outputs= self.outputs(d4) 

        return outputs
In [29]:
def mydice_loss(pred, target):
    """This definition generalize to real valued pred and target vector.
    This should be differentiable.
    pred: tensor with first dimension as batch
    target: tensor with first dimension as batch
    """

    smooth = 1.

    # have to use contiguous since they may from a torch.view op
    iflat = pred[0,:,:,:].view(-1)
    tflat = target[0,:,:,:].view(-1)
    intersection = (iflat * tflat).sum()

    A_sum = torch.sum(iflat * iflat)
    B_sum = torch.sum(tflat * tflat)
    loss_0=1 - ((2. * intersection + smooth) / (A_sum + B_sum + smooth) )
    
    iflat = pred[1,:,:,:].contiguous().view(-1)
    tflat = target[1,:,:,:].contiguous().view(-1)
    intersection = (iflat * tflat).sum()

    A_sum = torch.sum(iflat * iflat)
    B_sum = torch.sum(tflat * tflat)
    loss_1=1 - ((2. * intersection + smooth) / (A_sum + B_sum + smooth) )
    
    iflat = pred[2,:,:,:].contiguous().view(-1)
    tflat = target[2,:,:,:].contiguous().view(-1)
    intersection = (iflat * tflat).sum()

    A_sum = torch.sum(iflat * iflat)
    B_sum = torch.sum(tflat * tflat)
    loss_2=1 - ((2. * intersection + smooth) / (A_sum + B_sum + smooth) )
    
    iflat = pred[3,:,:,:].contiguous().view(-1)
    tflat = target[3,:,:,:].contiguous().view(-1)
    intersection = (iflat * tflat).sum()

    A_sum = torch.sum(iflat * iflat)
    B_sum = torch.sum(tflat * tflat)
    loss_3=1 - ((2. * intersection + smooth) / (A_sum + B_sum + smooth) )
    

    
    return (loss_0+loss_1+loss_2+loss_3)/4
In [35]:
x = torch.randn(3,2)
y = torch.transpose(x, 0, 1)
print(x)
print(y)

tensor([[-0.7131, -1.5626],
        [-0.2727,  0.8443],
        [ 0.3239, -0.1741]])
tensor([[-0.7131, -0.2727,  0.3239],
        [-1.5626,  0.8443, -0.1741]])
In [36]:
wt0,wt1,wt2,wt3=0.25,0.25,0.25,0.25
dice_loss=sm.losses.DiceLoss(class_weights=np.array([wt0,wt1,wt2,wt3]))
focal_loss=sm.losses.CategoricalFocalLoss()
total_loss=dice_loss+(1*focal_loss)
metrics=['accuracy',sm.metrics.IOUScore(threshold=0.5)]
LR=0.000001
import torch.optim as optim
#criterion=total_loss
model=build_unet()
#print(criterion.type)
criterion=nn.CrossEntropyLoss()
#criterion=BinaryFocalLoss
#print(criterion.type)
#optimizer=optim.SGD(model.parameters(),lr=LR,momentum=0.9)
#optimizer = keras.optimizers.Adam(LR)
optimizer = torch.optim.Adam(model.parameters(), lr=LR)

Dice Loss

In [58]:
num_epochs=10
final_dice_losses=[]

model=build_unet()
steps_per_epoch=len(train_img_list)//batch_size
val_steps_per_epoch=len(val_img_list)//batch_size

#if use_gpu:
 #   model=model.cuda()
iteration=0
#device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
#model = model.to(device)
for epoch in range(num_epochs):
    
    for img_num in range(steps_per_epoch):
        inputs,target = train_img_datagen.__next__() #load images in a batch one by one
        
        for i in range(batch_size):
            print(img_num,i)
            dice_losses=[]
            #img=img.to(device)
            #msk=msk.to(device)
            new_input=inputs[i]
            new_target=target[i]
            ##print(new_input.shape) #(128, 128, 128, 3)
            ##print(new_target.shape) #(128, 128, 128, 4)

            new_input=new_input.reshape(3,128,128,128)

            #forward
            new_input=np.expand_dims(new_input,axis=0)
            new_input=torch.from_numpy(new_input) #1x3x128x128x128 
            ##print(new_input.size())
            new_input = new_input.float() 

            new_output=model(new_input)
            ##print('outputs size is ', outputs.size()) #1x4x128x128x128
            new_output=new_output.detach().numpy() 
            new_output=np.squeeze(new_output) #4x128x128x128

            
            new_output=new_output.reshape(128,128,128,4)  #128x128x128x4
            ##print('outputs size is ', outputs.shape) 
            new_output=torch.from_numpy(new_output)
            #outputs=np.argmax(outputs,axis=3)
            #print('outputs size is ', outputs.shape) #128x128x128


            #loss
            new_target=torch.from_numpy(new_target)
         
            #new_target=torch.from_numpy(new_target)
            
            new_target = new_target.float() 
            new_output = new_output.float() 
            
            dice_loss = mydice_loss(new_output, new_target)
            
            ##print(loss)
            ##print(loss.type)
            dice_losses.append(dice_loss)
            #iteration+=1
            
        ##print(losses)
        dice_batch_loss=torch.mean(torch.stack(dice_losses))
        ##print(batch_loss.type)

        final_dice_losses.append(dice_batch_loss)
        #backward
        #crossentropy_batch_loss.requires_grad = True
        dice_batch_loss.requires_grad = True
        #optimizer.zero_grad()
        dice_batch_loss.backward()
        #crossentropy_batch_loss.backward()
        #update parameters
        optimizer.step()

0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
0 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
1 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
2 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
3 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
4 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
5 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
6 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
7 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
8 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
9 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
10 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
11 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
12 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
13 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
14 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
15 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
16 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
17 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
18 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
19 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
20 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
21 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
22 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
23 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
24 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
25 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
26 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
27 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
28 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
29 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
30 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
31 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
32 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
33 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
34 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
35 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
36 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
37 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
38 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
39 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
40 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
41 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
42 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
43 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
44 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
45 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
46 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
47 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
48 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
49 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
50 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
51 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
52 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
53 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
54 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
55 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
56 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
57 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
58 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
59 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
60 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
61 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
62 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
63 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
64 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
65 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
66 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
67 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
68 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
69 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
70 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
71 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
72 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
73 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
74 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
75 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
76 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
77 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
78 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
79 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
80 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
81 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
82 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
83 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
84 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
85 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
86 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
87 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
88 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
89 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
90 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
91 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
92 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
93 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
94 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
95 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
96 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
97 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
98 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
99 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
100 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
101 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
102 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
103 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
104 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
105 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
106 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
107 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
108 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
109 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
110 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
111 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
112 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
113 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
114 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
115 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
116 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
117 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
118 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
119 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
120 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
121 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
122 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
123 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
124 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
125 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
126 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
127 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 0
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
128 1
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
In [61]:
plt.figure(figsize=(12,4))
final_dice_losses=[final_dice_loss.detach().numpy() for final_dice_loss in final_dice_losses]
print(final_dice_losses)
print(batch_size,steps_per_epoch,len(train_img_list))
plt.plot(final_dice_losses)
plt.xlabel('Iteration')
plt.ylabel('loss')
plt.title('Dice Loss')
plt.show()

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array(0.74, dtype=float32), array(0.75, dtype=float32), array(0.78, dtype=float32), array(0.76, dtype=float32), array(0.76, dtype=float32), array(0.76, dtype=float32), array(0.77, dtype=float32), array(0.77, dtype=float32), array(0.8, dtype=float32), array(0.73, dtype=float32), array(0.78, dtype=float32), array(0.78, dtype=float32), array(0.73, dtype=float32), array(0.77, dtype=float32), array(0.75, dtype=float32), array(0.73, dtype=float32), array(0.75, dtype=float32), array(0.76, dtype=float32), array(0.78, dtype=float32), array(0.8, dtype=float32), array(0.77, dtype=float32), array(0.78, dtype=float32), array(0.74, dtype=float32), array(0.79, dtype=float32), array(0.75, dtype=float32), array(0.8, dtype=float32), array(0.77, dtype=float32), array(0.76, dtype=float32), array(0.77, dtype=float32), array(0.79, dtype=float32), array(0.77, dtype=float32), array(0.77, dtype=float32), array(0.76, dtype=float32), array(0.78, dtype=float32), array(0.76, dtype=float32), array(0.74, dtype=float32), array(0.74, dtype=float32), array(0.77, dtype=float32), array(0.78, dtype=float32), array(0.77, dtype=float32), array(0.74, dtype=float32), array(0.79, dtype=float32), array(0.77, dtype=float32), array(0.73, dtype=float32), array(0.73, dtype=float32), array(0.77, dtype=float32), array(0.73, dtype=float32), array(0.76, dtype=float32), array(0.72, dtype=float32), array(0.74, dtype=float32), array(0.73, dtype=float32), array(0.72, dtype=float32), array(0.76, dtype=float32), array(0.76, dtype=float32), array(0.75, dtype=float32), array(0.75, dtype=float32), array(0.74, dtype=float32), array(0.77, dtype=float32), array(0.76, dtype=float32), array(0.71, dtype=float32), array(0.76, dtype=float32), array(0.77, dtype=float32), array(0.76, dtype=float32), array(0.76, dtype=float32), array(0.78, dtype=float32), array(0.75, dtype=float32), array(0.74, dtype=float32), array(0.79, dtype=float32), array(0.76, dtype=float32), array(0.77, dtype=float32), array(0.72, dtype=float32), array(0.73, dtype=float32), array(0.78, dtype=float32), array(0.71, dtype=float32), array(0.75, dtype=float32), array(0.74, dtype=float32), array(0.73, dtype=float32), array(0.74, dtype=float32), array(0.82, dtype=float32), array(0.76, dtype=float32), array(0.78, dtype=float32), array(0.75, dtype=float32), array(0.76, dtype=float32)]
2 129 258

Cross Entropy Loss

In [38]:
num_epochs=10
final_crossentropy_losses=[]

model=build_unet()
steps_per_epoch=len(train_img_list)//batch_size
val_steps_per_epoch=len(val_img_list)//batch_size

#if use_gpu:
 #   model=model.cuda()
iteration=0
#device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
#model = model.to(device)
for epoch in range(num_epochs):
    for img_num in range(steps_per_epoch):
        print(img_num,epoch)
        inputs,target = train_img_datagen.__next__() #load images in a batch one by one
        inputs=inputs.reshape(2,3,128,128,128)
        
        inputs=torch.tensor(inputs)
        target=torch.tensor(target)
        
        print(inputs.size())
        inputs = inputs.float()
        outputs=model(inputs)
        
        print(target.size())
        target=np.argmax(target,axis=4)
        
        crossentropy_batch_loss=criterion(outputs,target)
        
        final_crossentropy_losses.append(crossentropy_batch_loss)
        
        crossentropy_batch_loss.backward()

        optimizer.step()

0 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 0
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 1
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 2
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 3
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 4
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 5
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 6
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 7
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 8
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
0 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
1 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
2 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
3 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
4 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
5 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
6 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
7 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
8 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
9 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
10 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
11 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
12 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
13 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
14 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
15 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
16 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
17 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
18 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
19 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
20 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
21 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
22 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
23 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
24 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
25 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
26 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
27 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
28 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
29 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
30 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
31 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
32 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
33 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
34 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
35 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
36 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
37 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
38 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
39 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
40 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
41 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
42 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
43 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
44 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
45 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
46 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
47 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
48 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
49 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
50 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
51 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
52 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
53 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
54 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
55 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
56 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
57 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
58 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
59 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
60 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
61 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
62 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
63 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
64 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
65 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
66 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
67 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
68 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
69 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
70 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
71 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
72 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
73 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
74 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
75 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
76 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
77 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
78 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
79 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
80 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
81 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
82 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
83 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
84 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
85 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
86 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
87 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
88 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
89 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
90 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
91 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
92 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
93 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
94 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
95 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
96 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
97 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
98 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
99 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
100 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
101 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
102 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
103 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
104 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
105 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
106 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
107 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
108 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
109 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
110 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
111 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
112 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
113 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
114 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
115 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
116 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
117 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
118 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
119 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
120 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
121 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
122 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
123 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
124 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
125 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
126 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
127 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
128 9
torch.Size([2, 3, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 256, 8, 8, 8])
torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 256, 8, 8, 8])
now input is torch.Size([2, 128, 16, 16, 16])
skip is torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 128, 16, 16, 16])
converting torch.Size([2, 256, 8, 8, 8]) to torch.Size([2, 128, 16, 16, 16])
first input  is torch.Size([2, 128, 16, 16, 16])
now input is torch.Size([2, 64, 32, 32, 32])
skip is torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 64, 32, 32, 32])
converting torch.Size([2, 128, 16, 16, 16]) to torch.Size([2, 64, 32, 32, 32])
first input  is torch.Size([2, 64, 32, 32, 32])
now input is torch.Size([2, 32, 64, 64, 64])
skip is torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 32, 64, 64, 64])
converting torch.Size([2, 64, 32, 32, 32]) to torch.Size([2, 32, 64, 64, 64])
first input  is torch.Size([2, 32, 64, 64, 64])
now input is torch.Size([2, 16, 128, 128, 128])
skip is torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 16, 128, 128, 128]) to torch.Size([2, 16, 128, 128, 128])
converting torch.Size([2, 32, 64, 64, 64]) to torch.Size([2, 16, 128, 128, 128])
torch.Size([2, 128, 128, 128, 4])
In [40]:
plt.figure(figsize=(12,4))
final_crossentropy_losses=[final_loss.detach().numpy() for final_loss in final_crossentropy_losses]
print(batch_size,steps_per_epoch,len(train_img_list))
plt.plot(final_crossentropy_losses)
plt.xlabel('Iteration')
plt.ylabel('loss')
plt.title('Cross Entropy Loss')
plt.show()

2 129 258

/'Analyze the results

In [43]:
def evaluate_model(model, datagen):
    model.eval()  # for batch normalization layers
    corrects = 0
    alloutputs=[]
    with torch.no_grad():
        inputs,target = train_img_datagen.__next__()
        for i in range(batch_size):
            new_input=inputs[i]
            new_target=target[i]
            print(new_input.shape) #(128, 128, 128, 3)
            print(new_target.shape) #(128, 128, 128, 4)

            new_input=new_input.reshape(3,128,128,128)

            #forward
            new_input=np.expand_dims(new_input,axis=0)
            new_input=torch.from_numpy(new_input) #1x3x128x128x128 
            print(new_input.size())
            new_input = new_input.float() 

            outputs=model(new_input) #1x4x128x128x128 
            outputs=outputs.detach().numpy() 
            outputs=np.squeeze(outputs)
            outputs=np.argmax(outputs,axis=0) #4x128x 128x 128
            print('outputs',outputs.shape) #128x 128x 128
            
            alloutputs.append(outputs)
            new_target=np.argmax(new_target,axis=3) #128x 128x 128x 4
            print('new_target',new_target.shape) #128x 128x 128
    
            print(np.count_nonzero((outputs == new_target)))
            corrects += (np.count_nonzero((outputs == new_target)))
            
    print('accuracy: {:.2f}'.format(100 * corrects / len(train_img_list)/(128*128*128)))
    print(corrects)
    
    
    return alloutputs
In [44]:
evaluate_model(model, train_img_datagen)

(128, 128, 128, 3)
(128, 128, 128, 4)
torch.Size([1, 3, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
outputs (128, 128, 128)
new_target (128, 128, 128)
311956
(128, 128, 128, 3)
(128, 128, 128, 4)
torch.Size([1, 3, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
outputs (128, 128, 128)
new_target (128, 128, 128)
385025
accuracy: 0.13
696981
Out[44]:
[array([[[1, 3, 1, ..., 1, 1, 1],
         [1, 1, 1, ..., 3, 3, 3],
         [3, 3, 0, ..., 1, 0, 0],
         ...,
         [3, 1, 1, ..., 1, 3, 3],
         [2, 1, 2, ..., 1, 1, 1],
         [1, 3, 1, ..., 1, 3, 1]],
 
        [[1, 3, 1, ..., 1, 1, 3],
         [0, 1, 1, ..., 0, 1, 3],
         [0, 1, 1, ..., 1, 1, 1],
         ...,
         [0, 0, 0, ..., 1, 1, 3],
         [0, 1, 1, ..., 3, 1, 3],
         [1, 1, 1, ..., 3, 3, 0]],
 
        [[1, 1, 1, ..., 3, 1, 3],
         [3, 1, 3, ..., 1, 3, 1],
         [1, 3, 3, ..., 0, 1, 3],
         ...,
         [0, 2, 3, ..., 1, 1, 3],
         [2, 1, 1, ..., 1, 3, 3],
         [1, 2, 3, ..., 3, 1, 1]],
 
        ...,
 
        [[0, 3, 3, ..., 1, 3, 3],
         [1, 1, 1, ..., 1, 2, 1],
         [1, 3, 3, ..., 3, 0, 3],
         ...,
         [0, 3, 0, ..., 1, 1, 2],
         [0, 1, 3, ..., 1, 3, 3],
         [1, 1, 1, ..., 3, 1, 1]],
 
        [[1, 1, 1, ..., 1, 1, 3],
         [3, 1, 1, ..., 1, 3, 1],
         [2, 3, 1, ..., 1, 1, 1],
         ...,
         [1, 3, 1, ..., 1, 1, 0],
         [0, 1, 1, ..., 3, 1, 3],
         [1, 1, 1, ..., 1, 1, 1]],
 
        [[1, 1, 1, ..., 1, 1, 3],
         [1, 1, 1, ..., 3, 1, 1],
         [1, 3, 3, ..., 1, 3, 3],
         ...,
         [1, 1, 1, ..., 1, 1, 3],
         [1, 3, 1, ..., 3, 1, 3],
         [1, 1, 1, ..., 1, 1, 2]]], dtype=int64),
 array([[[1, 3, 1, ..., 1, 1, 1],
         [1, 1, 1, ..., 0, 1, 0],
         [3, 1, 1, ..., 1, 3, 3],
         ...,
         [2, 3, 1, ..., 3, 3, 3],
         [1, 1, 3, ..., 1, 1, 1],
         [1, 1, 1, ..., 1, 3, 1]],
 
        [[0, 3, 3, ..., 1, 3, 3],
         [1, 1, 1, ..., 0, 0, 3],
         [0, 1, 0, ..., 3, 1, 1],
         ...,
         [1, 3, 3, ..., 3, 1, 3],
         [1, 3, 1, ..., 1, 3, 1],
         [1, 3, 3, ..., 1, 3, 3]],
 
        [[1, 1, 1, ..., 3, 0, 3],
         [3, 3, 3, ..., 1, 1, 1],
         [1, 3, 1, ..., 0, 0, 0],
         ...,
         [0, 1, 1, ..., 3, 1, 1],
         [3, 1, 1, ..., 1, 1, 1],
         [1, 1, 1, ..., 3, 3, 3]],
 
        ...,
 
        [[1, 1, 0, ..., 0, 0, 3],
         [0, 1, 2, ..., 1, 0, 0],
         [1, 1, 0, ..., 3, 3, 3],
         ...,
         [0, 3, 0, ..., 3, 3, 2],
         [0, 3, 1, ..., 1, 1, 1],
         [1, 1, 1, ..., 1, 1, 1]],
 
        [[1, 1, 0, ..., 1, 3, 3],
         [0, 3, 1, ..., 1, 1, 1],
         [1, 1, 1, ..., 1, 0, 1],
         ...,
         [1, 3, 1, ..., 0, 1, 1],
         [1, 3, 1, ..., 3, 1, 0],
         [1, 3, 1, ..., 1, 3, 1]],
 
        [[1, 0, 1, ..., 3, 3, 3],
         [3, 3, 1, ..., 1, 1, 1],
         [1, 3, 3, ..., 1, 1, 3],
         ...,
         [1, 3, 3, ..., 1, 1, 3],
         [1, 3, 1, ..., 3, 1, 0],
         [1, 1, 1, ..., 1, 1, 1]]], dtype=int64)]
In [238]:
test_predictions_argmax=evaluate_model(model, test_img_datagen)

(128, 128, 128, 3)
(128, 128, 128, 4)
torch.Size([1, 3, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
outputs (128, 128, 128)
new_target (128, 128, 128)
99997
(128, 128, 128, 3)
(128, 128, 128, 4)
torch.Size([1, 3, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 256, 8, 8, 8])
torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 256, 8, 8, 8])
now input is torch.Size([1, 128, 16, 16, 16])
skip is torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 128, 16, 16, 16])
converting torch.Size([1, 256, 8, 8, 8]) to torch.Size([1, 128, 16, 16, 16])
first input  is torch.Size([1, 128, 16, 16, 16])
now input is torch.Size([1, 64, 32, 32, 32])
skip is torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 64, 32, 32, 32])
converting torch.Size([1, 128, 16, 16, 16]) to torch.Size([1, 64, 32, 32, 32])
first input  is torch.Size([1, 64, 32, 32, 32])
now input is torch.Size([1, 32, 64, 64, 64])
skip is torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 32, 64, 64, 64])
converting torch.Size([1, 64, 32, 32, 32]) to torch.Size([1, 32, 64, 64, 64])
first input  is torch.Size([1, 32, 64, 64, 64])
now input is torch.Size([1, 16, 128, 128, 128])
skip is torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 16, 128, 128, 128]) to torch.Size([1, 16, 128, 128, 128])
converting torch.Size([1, 32, 64, 64, 64]) to torch.Size([1, 16, 128, 128, 128])
outputs (128, 128, 128)
new_target (128, 128, 128)
140945
accuracy: 0.04
240942
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